In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f171c898278>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f178fce82e8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
inputs_real = tf.placeholder(tf.float32, (None, image_height, image_width, image_channels), name='real_inputs')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='z_inputs')
learn_rate = tf.placeholder(tf.float32, name='learning_rate')
return inputs_real, inputs_z, learn_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
strides = 2
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3
layer1 = tf.layers.conv2d(images, 64, 5, strides=strides, padding='same')
relu1 = tf.maximum(0.18 * layer1, layer1)
# 14x14x64
layer2 = tf.layers.conv2d(relu1, 128, 5, strides=strides, padding='same')
normalised2 = tf.layers.batch_normalization(layer2, training=True)
relu2 = tf.maximum(0.18 * normalised2, normalised2)
# 7x7x128
layer3 = tf.layers.conv2d(relu2, 256, 5, strides=strides, padding='same')
normalised3 = tf.layers.batch_normalization(layer3, training=True)
relu3 = tf.maximum(0.18 * normalised3, normalised3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with tf.variable_scope('generator', reuse=not is_train):
# -> 4x4x512
layer1 = tf.layers.dense(z, 4*4*512)
layer1 = tf.reshape(layer1, (-1, 4, 4, 512))
normalised1 = tf.layers.batch_normalization(layer1, training=is_train)
leaky_relu1 = tf.maximum(0.18 * normalised1, normalised1)
# -> 7x7x256
layer2 = tf.image.resize_nearest_neighbor(leaky_relu1, (7,7))
convolution2 = tf.layers.conv2d(layer2, 256, 5, padding='same', activation=None)
normalised2 = tf.layers.batch_normalization(convolution2, training=is_train)
leaky_relu2 = tf.maximum(0.18 * normalised2, normalised2)
# -> 16x16x128
layer3 = tf.image.resize_nearest_neighbor(leaky_relu2, (14,14))
conv3 = tf.layers.conv2d(layer3, 128, 5, padding='same', activation=None)
normalised3 = tf.layers.batch_normalization(conv3, training=is_train)
leaky_relu3 = tf.maximum(0.18 * normalised3, normalised3)
# -> 32x32x3
layer4 = tf.image.resize_nearest_neighbor(leaky_relu3, (28,28))
logits = tf.layers.conv2d(layer4, out_channel_dim, 5, padding='same')
return tf.tanh(logits)
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# Calculate losses
generator_model = generator(input_z, out_channel_dim, is_train=True)
discriminator_model_real, discriminator_logits_real = discriminator(input_real, reuse=False)
# Fake output generated by the generator model
discriminator_model_fake, discriminator_logits_fake = discriminator(generator_model, reuse=True)
# Discriminator loss
discriminator_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_real, labels = tf.ones_like(discriminator_model_real) * 0.9))
discriminator_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_fake, labels = tf.zeros_like(discriminator_model_fake)))
discriminator_loss = discriminator_loss_fake + discriminator_loss_real
# Generator loss
generator_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_fake, labels = tf.ones_like(discriminator_model_fake)))
return discriminator_loss, generator_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# Get the trainable_variables, split into Generator and Discriminator parts
t_vars = tf.trainable_variables()
g_vars = [var for var in t_vars if var.name.startswith('generator')]
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
losses = []
steps = 0
n_images = 25
_, image_width, image_height, image_channels = data_shape
input_real, input_z , learning_rate_pl = model_inputs(image_width,image_height,image_channels,z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_channels)
d_opt, g_opt = model_opt(d_loss, g_loss,learning_rate_pl, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
steps = steps + 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
batch_images = batch_images * 2.0
_ = sess.run(d_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
_ = sess.run(g_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
if steps % 5 == 0 :
train_loss_d = d_loss.eval({input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
train_loss_g = g_loss.eval({input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
print("Epoch {}/{} ___ ".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f} ___".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % 50 == 0:
show_generator_output(sess,n_images,input_z,image_channels,data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 128
learning_rate = 0.0002
beta1 = 0.4
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2 ___ Discriminator Loss: 0.8352 ___ Generator Loss: 1.3306 Epoch 1/2 ___ Discriminator Loss: 0.9981 ___ Generator Loss: 1.4084 Epoch 1/2 ___ Discriminator Loss: 1.5683 ___ Generator Loss: 1.5027 Epoch 1/2 ___ Discriminator Loss: 0.9054 ___ Generator Loss: 1.5043 Epoch 1/2 ___ Discriminator Loss: 1.0909 ___ Generator Loss: 1.9228 Epoch 1/2 ___ Discriminator Loss: 1.1001 ___ Generator Loss: 1.6476 Epoch 1/2 ___ Discriminator Loss: 2.0118 ___ Generator Loss: 1.6230 Epoch 1/2 ___ Discriminator Loss: 2.1759 ___ Generator Loss: 0.2521 Epoch 1/2 ___ Discriminator Loss: 1.7394 ___ Generator Loss: 0.4467 Epoch 1/2 ___ Discriminator Loss: 1.8242 ___ Generator Loss: 0.4159
Epoch 1/2 ___ Discriminator Loss: 2.9802 ___ Generator Loss: 0.1272 Epoch 1/2 ___ Discriminator Loss: 1.5471 ___ Generator Loss: 0.5927 Epoch 1/2 ___ Discriminator Loss: 2.2794 ___ Generator Loss: 2.9082 Epoch 1/2 ___ Discriminator Loss: 2.4898 ___ Generator Loss: 0.2813 Epoch 1/2 ___ Discriminator Loss: 1.6485 ___ Generator Loss: 0.6405 Epoch 1/2 ___ Discriminator Loss: 2.8639 ___ Generator Loss: 0.1161 Epoch 1/2 ___ Discriminator Loss: 2.2110 ___ Generator Loss: 0.2178 Epoch 1/2 ___ Discriminator Loss: 1.8860 ___ Generator Loss: 0.3231 Epoch 1/2 ___ Discriminator Loss: 1.4933 ___ Generator Loss: 0.6580 Epoch 1/2 ___ Discriminator Loss: 1.5233 ___ Generator Loss: 0.7904
Epoch 1/2 ___ Discriminator Loss: 1.5934 ___ Generator Loss: 0.3930 Epoch 1/2 ___ Discriminator Loss: 1.2163 ___ Generator Loss: 0.6205 Epoch 1/2 ___ Discriminator Loss: 1.4650 ___ Generator Loss: 1.0694 Epoch 1/2 ___ Discriminator Loss: 1.8000 ___ Generator Loss: 0.4010 Epoch 1/2 ___ Discriminator Loss: 1.7267 ___ Generator Loss: 0.4187 Epoch 1/2 ___ Discriminator Loss: 1.4546 ___ Generator Loss: 0.6208 Epoch 1/2 ___ Discriminator Loss: 1.7171 ___ Generator Loss: 0.3290 Epoch 1/2 ___ Discriminator Loss: 1.4464 ___ Generator Loss: 0.5036 Epoch 1/2 ___ Discriminator Loss: 1.4046 ___ Generator Loss: 0.5636 Epoch 1/2 ___ Discriminator Loss: 1.6475 ___ Generator Loss: 0.5746
Epoch 1/2 ___ Discriminator Loss: 1.3102 ___ Generator Loss: 0.6506 Epoch 1/2 ___ Discriminator Loss: 1.5143 ___ Generator Loss: 0.4898 Epoch 1/2 ___ Discriminator Loss: 1.4359 ___ Generator Loss: 0.6453 Epoch 1/2 ___ Discriminator Loss: 1.7737 ___ Generator Loss: 0.3367 Epoch 1/2 ___ Discriminator Loss: 1.3132 ___ Generator Loss: 1.4067 Epoch 1/2 ___ Discriminator Loss: 1.6263 ___ Generator Loss: 0.4639 Epoch 1/2 ___ Discriminator Loss: 1.7040 ___ Generator Loss: 0.3268 Epoch 1/2 ___ Discriminator Loss: 1.8786 ___ Generator Loss: 0.3766 Epoch 1/2 ___ Discriminator Loss: 1.4499 ___ Generator Loss: 0.7313 Epoch 1/2 ___ Discriminator Loss: 1.6615 ___ Generator Loss: 0.3996
Epoch 1/2 ___ Discriminator Loss: 1.6628 ___ Generator Loss: 0.5698 Epoch 1/2 ___ Discriminator Loss: 1.9204 ___ Generator Loss: 0.2733 Epoch 1/2 ___ Discriminator Loss: 1.2025 ___ Generator Loss: 0.8745 Epoch 1/2 ___ Discriminator Loss: 1.2372 ___ Generator Loss: 0.9205 Epoch 1/2 ___ Discriminator Loss: 1.3609 ___ Generator Loss: 0.6725 Epoch 1/2 ___ Discriminator Loss: 1.8803 ___ Generator Loss: 0.3750 Epoch 1/2 ___ Discriminator Loss: 1.8602 ___ Generator Loss: 0.4565 Epoch 1/2 ___ Discriminator Loss: 1.6211 ___ Generator Loss: 0.5806 Epoch 1/2 ___ Discriminator Loss: 1.1710 ___ Generator Loss: 1.0476 Epoch 1/2 ___ Discriminator Loss: 1.3688 ___ Generator Loss: 0.6085
Epoch 1/2 ___ Discriminator Loss: 1.1627 ___ Generator Loss: 0.8849 Epoch 1/2 ___ Discriminator Loss: 1.2029 ___ Generator Loss: 0.7872 Epoch 1/2 ___ Discriminator Loss: 2.2479 ___ Generator Loss: 0.1827 Epoch 1/2 ___ Discriminator Loss: 1.5453 ___ Generator Loss: 0.4821 Epoch 1/2 ___ Discriminator Loss: 1.4186 ___ Generator Loss: 0.5579 Epoch 1/2 ___ Discriminator Loss: 1.2153 ___ Generator Loss: 0.7030 Epoch 1/2 ___ Discriminator Loss: 1.1713 ___ Generator Loss: 0.9076 Epoch 1/2 ___ Discriminator Loss: 1.5135 ___ Generator Loss: 0.5220 Epoch 1/2 ___ Discriminator Loss: 1.3307 ___ Generator Loss: 1.0540 Epoch 1/2 ___ Discriminator Loss: 1.8338 ___ Generator Loss: 0.3592
Epoch 1/2 ___ Discriminator Loss: 1.6408 ___ Generator Loss: 0.3944 Epoch 1/2 ___ Discriminator Loss: 1.2063 ___ Generator Loss: 1.4831 Epoch 1/2 ___ Discriminator Loss: 1.5938 ___ Generator Loss: 0.4637 Epoch 1/2 ___ Discriminator Loss: 1.4526 ___ Generator Loss: 0.5478 Epoch 1/2 ___ Discriminator Loss: 1.4684 ___ Generator Loss: 0.5697 Epoch 1/2 ___ Discriminator Loss: 1.4056 ___ Generator Loss: 0.7044 Epoch 1/2 ___ Discriminator Loss: 1.9906 ___ Generator Loss: 0.2562 Epoch 1/2 ___ Discriminator Loss: 1.5955 ___ Generator Loss: 0.4261 Epoch 1/2 ___ Discriminator Loss: 1.0782 ___ Generator Loss: 1.4271 Epoch 1/2 ___ Discriminator Loss: 1.1365 ___ Generator Loss: 0.8599
Epoch 1/2 ___ Discriminator Loss: 1.6088 ___ Generator Loss: 0.7418 Epoch 1/2 ___ Discriminator Loss: 1.2551 ___ Generator Loss: 0.7584 Epoch 1/2 ___ Discriminator Loss: 1.3764 ___ Generator Loss: 0.5707 Epoch 1/2 ___ Discriminator Loss: 1.6973 ___ Generator Loss: 0.3844 Epoch 1/2 ___ Discriminator Loss: 1.2265 ___ Generator Loss: 0.8098 Epoch 1/2 ___ Discriminator Loss: 1.3599 ___ Generator Loss: 0.7357 Epoch 1/2 ___ Discriminator Loss: 1.6206 ___ Generator Loss: 0.3856 Epoch 1/2 ___ Discriminator Loss: 1.4101 ___ Generator Loss: 0.5694 Epoch 1/2 ___ Discriminator Loss: 1.5856 ___ Generator Loss: 0.4984 Epoch 1/2 ___ Discriminator Loss: 1.1919 ___ Generator Loss: 1.0565
Epoch 1/2 ___ Discriminator Loss: 1.6171 ___ Generator Loss: 0.4146 Epoch 1/2 ___ Discriminator Loss: 1.7871 ___ Generator Loss: 0.3411 Epoch 1/2 ___ Discriminator Loss: 1.0398 ___ Generator Loss: 0.9948 Epoch 1/2 ___ Discriminator Loss: 1.5755 ___ Generator Loss: 0.4806 Epoch 1/2 ___ Discriminator Loss: 0.9972 ___ Generator Loss: 1.1286 Epoch 1/2 ___ Discriminator Loss: 1.2577 ___ Generator Loss: 1.7288 Epoch 1/2 ___ Discriminator Loss: 1.5486 ___ Generator Loss: 0.4882 Epoch 1/2 ___ Discriminator Loss: 1.5315 ___ Generator Loss: 0.6207 Epoch 1/2 ___ Discriminator Loss: 1.3541 ___ Generator Loss: 0.6248 Epoch 1/2 ___ Discriminator Loss: 1.3357 ___ Generator Loss: 0.5850
Epoch 1/2 ___ Discriminator Loss: 1.6894 ___ Generator Loss: 0.3746 Epoch 1/2 ___ Discriminator Loss: 1.4789 ___ Generator Loss: 0.6729 Epoch 1/2 ___ Discriminator Loss: 1.2830 ___ Generator Loss: 0.9742 Epoch 1/2 ___ Discriminator Loss: 1.5933 ___ Generator Loss: 0.4309 Epoch 1/2 ___ Discriminator Loss: 1.2011 ___ Generator Loss: 1.2520 Epoch 1/2 ___ Discriminator Loss: 1.2700 ___ Generator Loss: 1.0125 Epoch 1/2 ___ Discriminator Loss: 1.5331 ___ Generator Loss: 1.0379 Epoch 1/2 ___ Discriminator Loss: 1.2758 ___ Generator Loss: 0.6250 Epoch 1/2 ___ Discriminator Loss: 1.2838 ___ Generator Loss: 0.6671 Epoch 1/2 ___ Discriminator Loss: 1.2379 ___ Generator Loss: 0.7336
Epoch 1/2 ___ Discriminator Loss: 1.5607 ___ Generator Loss: 0.5879 Epoch 1/2 ___ Discriminator Loss: 1.4033 ___ Generator Loss: 0.5792 Epoch 1/2 ___ Discriminator Loss: 1.0833 ___ Generator Loss: 1.3085 Epoch 1/2 ___ Discriminator Loss: 1.1736 ___ Generator Loss: 0.8412 Epoch 1/2 ___ Discriminator Loss: 1.6642 ___ Generator Loss: 0.3887 Epoch 1/2 ___ Discriminator Loss: 1.2459 ___ Generator Loss: 1.8770 Epoch 1/2 ___ Discriminator Loss: 1.2303 ___ Generator Loss: 0.8645 Epoch 1/2 ___ Discriminator Loss: 1.2812 ___ Generator Loss: 0.6734 Epoch 1/2 ___ Discriminator Loss: 1.4935 ___ Generator Loss: 0.4639 Epoch 1/2 ___ Discriminator Loss: 1.7150 ___ Generator Loss: 0.3357
Epoch 1/2 ___ Discriminator Loss: 1.1833 ___ Generator Loss: 0.7821 Epoch 1/2 ___ Discriminator Loss: 1.1555 ___ Generator Loss: 0.8368 Epoch 1/2 ___ Discriminator Loss: 1.0264 ___ Generator Loss: 1.2118 Epoch 1/2 ___ Discriminator Loss: 1.3331 ___ Generator Loss: 0.6736 Epoch 1/2 ___ Discriminator Loss: 1.0994 ___ Generator Loss: 0.8244 Epoch 1/2 ___ Discriminator Loss: 1.3658 ___ Generator Loss: 0.4966 Epoch 1/2 ___ Discriminator Loss: 1.6175 ___ Generator Loss: 0.3951 Epoch 1/2 ___ Discriminator Loss: 1.1739 ___ Generator Loss: 0.7742 Epoch 1/2 ___ Discriminator Loss: 1.2397 ___ Generator Loss: 0.7111 Epoch 1/2 ___ Discriminator Loss: 1.1808 ___ Generator Loss: 1.1852
Epoch 1/2 ___ Discriminator Loss: 1.1795 ___ Generator Loss: 0.9519 Epoch 1/2 ___ Discriminator Loss: 1.2707 ___ Generator Loss: 0.6017 Epoch 1/2 ___ Discriminator Loss: 1.2878 ___ Generator Loss: 0.6798 Epoch 1/2 ___ Discriminator Loss: 1.0526 ___ Generator Loss: 1.0081 Epoch 1/2 ___ Discriminator Loss: 1.1858 ___ Generator Loss: 1.2677 Epoch 1/2 ___ Discriminator Loss: 1.6632 ___ Generator Loss: 0.4212 Epoch 1/2 ___ Discriminator Loss: 1.6755 ___ Generator Loss: 0.3659 Epoch 1/2 ___ Discriminator Loss: 1.3272 ___ Generator Loss: 0.5830 Epoch 1/2 ___ Discriminator Loss: 1.3487 ___ Generator Loss: 0.8536 Epoch 1/2 ___ Discriminator Loss: 1.3715 ___ Generator Loss: 0.6535
Epoch 1/2 ___ Discriminator Loss: 1.4988 ___ Generator Loss: 0.4990 Epoch 1/2 ___ Discriminator Loss: 1.5822 ___ Generator Loss: 0.3952 Epoch 1/2 ___ Discriminator Loss: 1.1647 ___ Generator Loss: 0.8391 Epoch 1/2 ___ Discriminator Loss: 1.3819 ___ Generator Loss: 1.0419 Epoch 1/2 ___ Discriminator Loss: 1.3411 ___ Generator Loss: 0.6022 Epoch 1/2 ___ Discriminator Loss: 1.3542 ___ Generator Loss: 0.5360 Epoch 1/2 ___ Discriminator Loss: 1.2221 ___ Generator Loss: 0.7713 Epoch 1/2 ___ Discriminator Loss: 1.1847 ___ Generator Loss: 0.8999 Epoch 1/2 ___ Discriminator Loss: 1.3716 ___ Generator Loss: 0.6037 Epoch 1/2 ___ Discriminator Loss: 1.2786 ___ Generator Loss: 0.6883
Epoch 1/2 ___ Discriminator Loss: 1.1007 ___ Generator Loss: 0.9701 Epoch 1/2 ___ Discriminator Loss: 1.0170 ___ Generator Loss: 0.9161 Epoch 1/2 ___ Discriminator Loss: 1.1434 ___ Generator Loss: 0.8301 Epoch 1/2 ___ Discriminator Loss: 1.5895 ___ Generator Loss: 0.4199 Epoch 1/2 ___ Discriminator Loss: 1.4332 ___ Generator Loss: 0.6120 Epoch 1/2 ___ Discriminator Loss: 1.6425 ___ Generator Loss: 0.4232 Epoch 1/2 ___ Discriminator Loss: 1.2353 ___ Generator Loss: 0.6391 Epoch 1/2 ___ Discriminator Loss: 1.3918 ___ Generator Loss: 0.5047 Epoch 1/2 ___ Discriminator Loss: 1.0803 ___ Generator Loss: 0.9749 Epoch 1/2 ___ Discriminator Loss: 1.4920 ___ Generator Loss: 0.4843
Epoch 1/2 ___ Discriminator Loss: 1.0247 ___ Generator Loss: 0.9700 Epoch 1/2 ___ Discriminator Loss: 1.0543 ___ Generator Loss: 1.2580 Epoch 1/2 ___ Discriminator Loss: 1.2761 ___ Generator Loss: 0.6402 Epoch 1/2 ___ Discriminator Loss: 1.1474 ___ Generator Loss: 0.9741 Epoch 1/2 ___ Discriminator Loss: 0.9352 ___ Generator Loss: 1.1273 Epoch 1/2 ___ Discriminator Loss: 1.4292 ___ Generator Loss: 0.5261 Epoch 1/2 ___ Discriminator Loss: 1.2965 ___ Generator Loss: 0.6169 Epoch 1/2 ___ Discriminator Loss: 1.4280 ___ Generator Loss: 0.5366 Epoch 1/2 ___ Discriminator Loss: 1.3811 ___ Generator Loss: 0.5740 Epoch 1/2 ___ Discriminator Loss: 1.3221 ___ Generator Loss: 0.5914
Epoch 1/2 ___ Discriminator Loss: 1.3125 ___ Generator Loss: 0.6481 Epoch 1/2 ___ Discriminator Loss: 1.3608 ___ Generator Loss: 0.4993 Epoch 1/2 ___ Discriminator Loss: 1.2687 ___ Generator Loss: 0.6708 Epoch 1/2 ___ Discriminator Loss: 1.1156 ___ Generator Loss: 0.8378 Epoch 1/2 ___ Discriminator Loss: 1.6679 ___ Generator Loss: 0.4930 Epoch 1/2 ___ Discriminator Loss: 1.6315 ___ Generator Loss: 0.4540 Epoch 1/2 ___ Discriminator Loss: 1.2466 ___ Generator Loss: 0.7887 Epoch 1/2 ___ Discriminator Loss: 1.2084 ___ Generator Loss: 1.2774 Epoch 1/2 ___ Discriminator Loss: 1.6257 ___ Generator Loss: 0.3816 Epoch 1/2 ___ Discriminator Loss: 1.2237 ___ Generator Loss: 0.7680
Epoch 1/2 ___ Discriminator Loss: 1.3435 ___ Generator Loss: 0.6073 Epoch 1/2 ___ Discriminator Loss: 1.2232 ___ Generator Loss: 0.7823 Epoch 1/2 ___ Discriminator Loss: 1.3836 ___ Generator Loss: 0.5636 Epoch 1/2 ___ Discriminator Loss: 1.3355 ___ Generator Loss: 0.5943 Epoch 1/2 ___ Discriminator Loss: 1.2677 ___ Generator Loss: 0.6719 Epoch 1/2 ___ Discriminator Loss: 1.3603 ___ Generator Loss: 0.6688 Epoch 1/2 ___ Discriminator Loss: 1.3913 ___ Generator Loss: 0.5776 Epoch 1/2 ___ Discriminator Loss: 1.2253 ___ Generator Loss: 0.6480 Epoch 1/2 ___ Discriminator Loss: 1.3714 ___ Generator Loss: 0.4890 Epoch 1/2 ___ Discriminator Loss: 1.1439 ___ Generator Loss: 0.7883
Epoch 1/2 ___ Discriminator Loss: 1.1237 ___ Generator Loss: 0.8166 Epoch 1/2 ___ Discriminator Loss: 1.2057 ___ Generator Loss: 0.8646 Epoch 1/2 ___ Discriminator Loss: 1.3598 ___ Generator Loss: 0.6044 Epoch 1/2 ___ Discriminator Loss: 1.7171 ___ Generator Loss: 0.3374 Epoch 1/2 ___ Discriminator Loss: 1.3445 ___ Generator Loss: 0.5962 Epoch 1/2 ___ Discriminator Loss: 1.3480 ___ Generator Loss: 0.6950 Epoch 1/2 ___ Discriminator Loss: 1.0834 ___ Generator Loss: 0.8840 Epoch 1/2 ___ Discriminator Loss: 1.0626 ___ Generator Loss: 1.2163 Epoch 1/2 ___ Discriminator Loss: 1.1611 ___ Generator Loss: 0.7159 Epoch 1/2 ___ Discriminator Loss: 1.0701 ___ Generator Loss: 1.5168
Epoch 1/2 ___ Discriminator Loss: 1.2594 ___ Generator Loss: 0.6344 Epoch 1/2 ___ Discriminator Loss: 1.5144 ___ Generator Loss: 0.4388 Epoch 1/2 ___ Discriminator Loss: 1.0341 ___ Generator Loss: 1.1667 Epoch 1/2 ___ Discriminator Loss: 1.0764 ___ Generator Loss: 1.0051 Epoch 1/2 ___ Discriminator Loss: 1.0116 ___ Generator Loss: 1.0918 Epoch 1/2 ___ Discriminator Loss: 1.6347 ___ Generator Loss: 0.4644 Epoch 1/2 ___ Discriminator Loss: 1.0674 ___ Generator Loss: 0.8918 Epoch 1/2 ___ Discriminator Loss: 1.4180 ___ Generator Loss: 0.5279 Epoch 1/2 ___ Discriminator Loss: 1.2681 ___ Generator Loss: 0.5784 Epoch 1/2 ___ Discriminator Loss: 0.8102 ___ Generator Loss: 1.5766
Epoch 1/2 ___ Discriminator Loss: 1.5463 ___ Generator Loss: 0.4574 Epoch 1/2 ___ Discriminator Loss: 1.0204 ___ Generator Loss: 1.2578 Epoch 1/2 ___ Discriminator Loss: 1.2998 ___ Generator Loss: 0.6300 Epoch 1/2 ___ Discriminator Loss: 1.3286 ___ Generator Loss: 0.5703 Epoch 1/2 ___ Discriminator Loss: 1.2674 ___ Generator Loss: 0.6817 Epoch 1/2 ___ Discriminator Loss: 1.0652 ___ Generator Loss: 0.9638 Epoch 1/2 ___ Discriminator Loss: 1.3819 ___ Generator Loss: 0.5989 Epoch 1/2 ___ Discriminator Loss: 1.5084 ___ Generator Loss: 0.4176 Epoch 1/2 ___ Discriminator Loss: 1.2234 ___ Generator Loss: 0.6495 Epoch 1/2 ___ Discriminator Loss: 1.2230 ___ Generator Loss: 0.7113
Epoch 1/2 ___ Discriminator Loss: 1.2584 ___ Generator Loss: 0.7730 Epoch 1/2 ___ Discriminator Loss: 1.2487 ___ Generator Loss: 0.8317 Epoch 1/2 ___ Discriminator Loss: 1.1036 ___ Generator Loss: 0.9159 Epoch 1/2 ___ Discriminator Loss: 1.0072 ___ Generator Loss: 1.4104 Epoch 1/2 ___ Discriminator Loss: 1.2674 ___ Generator Loss: 0.6955 Epoch 1/2 ___ Discriminator Loss: 1.2328 ___ Generator Loss: 0.7132 Epoch 1/2 ___ Discriminator Loss: 1.3360 ___ Generator Loss: 0.5403 Epoch 1/2 ___ Discriminator Loss: 1.0818 ___ Generator Loss: 0.8164 Epoch 1/2 ___ Discriminator Loss: 1.1392 ___ Generator Loss: 0.7475 Epoch 1/2 ___ Discriminator Loss: 1.2524 ___ Generator Loss: 0.8048
Epoch 1/2 ___ Discriminator Loss: 1.5569 ___ Generator Loss: 0.4565 Epoch 1/2 ___ Discriminator Loss: 1.0531 ___ Generator Loss: 1.0461 Epoch 1/2 ___ Discriminator Loss: 1.0185 ___ Generator Loss: 1.0547 Epoch 1/2 ___ Discriminator Loss: 1.1520 ___ Generator Loss: 1.2471 Epoch 1/2 ___ Discriminator Loss: 1.2038 ___ Generator Loss: 0.6325 Epoch 1/2 ___ Discriminator Loss: 1.2422 ___ Generator Loss: 0.6615 Epoch 1/2 ___ Discriminator Loss: 1.2859 ___ Generator Loss: 0.9632 Epoch 1/2 ___ Discriminator Loss: 1.1989 ___ Generator Loss: 0.7455 Epoch 1/2 ___ Discriminator Loss: 1.5932 ___ Generator Loss: 0.4370 Epoch 1/2 ___ Discriminator Loss: 1.2034 ___ Generator Loss: 0.8142
Epoch 1/2 ___ Discriminator Loss: 1.1926 ___ Generator Loss: 0.8370 Epoch 1/2 ___ Discriminator Loss: 1.3404 ___ Generator Loss: 0.5396 Epoch 1/2 ___ Discriminator Loss: 1.4438 ___ Generator Loss: 0.6386 Epoch 1/2 ___ Discriminator Loss: 1.5088 ___ Generator Loss: 0.4674 Epoch 1/2 ___ Discriminator Loss: 1.1913 ___ Generator Loss: 0.7486 Epoch 1/2 ___ Discriminator Loss: 1.0199 ___ Generator Loss: 0.9824 Epoch 1/2 ___ Discriminator Loss: 1.5668 ___ Generator Loss: 0.4333 Epoch 1/2 ___ Discriminator Loss: 1.2527 ___ Generator Loss: 0.8751 Epoch 1/2 ___ Discriminator Loss: 1.3324 ___ Generator Loss: 0.5465 Epoch 1/2 ___ Discriminator Loss: 1.1125 ___ Generator Loss: 0.8479
Epoch 1/2 ___ Discriminator Loss: 1.1783 ___ Generator Loss: 0.7381 Epoch 1/2 ___ Discriminator Loss: 1.0145 ___ Generator Loss: 0.9007 Epoch 1/2 ___ Discriminator Loss: 1.2411 ___ Generator Loss: 0.6844 Epoch 1/2 ___ Discriminator Loss: 1.2942 ___ Generator Loss: 0.7194 Epoch 1/2 ___ Discriminator Loss: 1.2401 ___ Generator Loss: 0.7759 Epoch 1/2 ___ Discriminator Loss: 1.3563 ___ Generator Loss: 0.5785 Epoch 1/2 ___ Discriminator Loss: 1.7690 ___ Generator Loss: 0.3566 Epoch 1/2 ___ Discriminator Loss: 1.3134 ___ Generator Loss: 0.5711 Epoch 1/2 ___ Discriminator Loss: 1.2218 ___ Generator Loss: 0.6410 Epoch 1/2 ___ Discriminator Loss: 1.1239 ___ Generator Loss: 0.7317
Epoch 1/2 ___ Discriminator Loss: 1.1816 ___ Generator Loss: 0.7156 Epoch 1/2 ___ Discriminator Loss: 1.1592 ___ Generator Loss: 1.0995 Epoch 1/2 ___ Discriminator Loss: 1.6515 ___ Generator Loss: 0.3437 Epoch 1/2 ___ Discriminator Loss: 1.5532 ___ Generator Loss: 0.4613 Epoch 1/2 ___ Discriminator Loss: 1.1471 ___ Generator Loss: 0.6605 Epoch 1/2 ___ Discriminator Loss: 0.9780 ___ Generator Loss: 1.3195 Epoch 1/2 ___ Discriminator Loss: 1.4295 ___ Generator Loss: 1.1012 Epoch 1/2 ___ Discriminator Loss: 1.1537 ___ Generator Loss: 0.8781 Epoch 1/2 ___ Discriminator Loss: 1.3923 ___ Generator Loss: 0.4788 Epoch 1/2 ___ Discriminator Loss: 1.0146 ___ Generator Loss: 0.9644
Epoch 1/2 ___ Discriminator Loss: 0.9625 ___ Generator Loss: 1.2629 Epoch 1/2 ___ Discriminator Loss: 1.3458 ___ Generator Loss: 0.5966 Epoch 1/2 ___ Discriminator Loss: 1.5860 ___ Generator Loss: 0.4035 Epoch 1/2 ___ Discriminator Loss: 1.7250 ___ Generator Loss: 0.3838 Epoch 1/2 ___ Discriminator Loss: 1.7686 ___ Generator Loss: 0.3761 Epoch 1/2 ___ Discriminator Loss: 1.5828 ___ Generator Loss: 0.4097 Epoch 1/2 ___ Discriminator Loss: 1.1827 ___ Generator Loss: 0.8638 Epoch 1/2 ___ Discriminator Loss: 0.8492 ___ Generator Loss: 1.1404 Epoch 1/2 ___ Discriminator Loss: 1.0658 ___ Generator Loss: 0.8248 Epoch 1/2 ___ Discriminator Loss: 1.2300 ___ Generator Loss: 0.6852
Epoch 1/2 ___ Discriminator Loss: 1.1083 ___ Generator Loss: 1.1842 Epoch 1/2 ___ Discriminator Loss: 1.2742 ___ Generator Loss: 1.2783 Epoch 1/2 ___ Discriminator Loss: 1.0198 ___ Generator Loss: 1.1665 Epoch 1/2 ___ Discriminator Loss: 1.4320 ___ Generator Loss: 0.4698 Epoch 1/2 ___ Discriminator Loss: 1.4435 ___ Generator Loss: 0.4688 Epoch 1/2 ___ Discriminator Loss: 1.0636 ___ Generator Loss: 0.9482 Epoch 1/2 ___ Discriminator Loss: 1.2052 ___ Generator Loss: 0.7511 Epoch 1/2 ___ Discriminator Loss: 1.1991 ___ Generator Loss: 1.5848 Epoch 1/2 ___ Discriminator Loss: 1.1988 ___ Generator Loss: 0.6477 Epoch 1/2 ___ Discriminator Loss: 1.4809 ___ Generator Loss: 0.4449
Epoch 1/2 ___ Discriminator Loss: 1.2877 ___ Generator Loss: 0.5872 Epoch 1/2 ___ Discriminator Loss: 1.0652 ___ Generator Loss: 0.8230 Epoch 1/2 ___ Discriminator Loss: 1.2243 ___ Generator Loss: 0.6888 Epoch 1/2 ___ Discriminator Loss: 1.3671 ___ Generator Loss: 0.5468 Epoch 1/2 ___ Discriminator Loss: 1.2935 ___ Generator Loss: 0.6616 Epoch 1/2 ___ Discriminator Loss: 1.2298 ___ Generator Loss: 0.7247 Epoch 1/2 ___ Discriminator Loss: 1.0685 ___ Generator Loss: 1.1468 Epoch 1/2 ___ Discriminator Loss: 1.3905 ___ Generator Loss: 0.5069 Epoch 1/2 ___ Discriminator Loss: 0.9373 ___ Generator Loss: 1.4281 Epoch 1/2 ___ Discriminator Loss: 1.0874 ___ Generator Loss: 0.8119
Epoch 1/2 ___ Discriminator Loss: 1.1821 ___ Generator Loss: 0.8181 Epoch 1/2 ___ Discriminator Loss: 1.4848 ___ Generator Loss: 0.4400 Epoch 1/2 ___ Discriminator Loss: 0.9261 ___ Generator Loss: 0.9803 Epoch 1/2 ___ Discriminator Loss: 1.9215 ___ Generator Loss: 0.2589 Epoch 1/2 ___ Discriminator Loss: 0.9965 ___ Generator Loss: 1.7281 Epoch 1/2 ___ Discriminator Loss: 1.7732 ___ Generator Loss: 0.3946 Epoch 1/2 ___ Discriminator Loss: 1.2243 ___ Generator Loss: 0.6266 Epoch 1/2 ___ Discriminator Loss: 1.1283 ___ Generator Loss: 0.7013 Epoch 1/2 ___ Discriminator Loss: 1.0267 ___ Generator Loss: 0.9719 Epoch 1/2 ___ Discriminator Loss: 1.3420 ___ Generator Loss: 0.5932
Epoch 1/2 ___ Discriminator Loss: 1.4547 ___ Generator Loss: 0.5275 Epoch 1/2 ___ Discriminator Loss: 0.9014 ___ Generator Loss: 1.6753 Epoch 1/2 ___ Discriminator Loss: 0.8278 ___ Generator Loss: 2.0733 Epoch 1/2 ___ Discriminator Loss: 1.1875 ___ Generator Loss: 0.8535 Epoch 1/2 ___ Discriminator Loss: 0.9457 ___ Generator Loss: 0.9930 Epoch 1/2 ___ Discriminator Loss: 1.4800 ___ Generator Loss: 0.4370 Epoch 1/2 ___ Discriminator Loss: 1.6074 ___ Generator Loss: 0.3639 Epoch 1/2 ___ Discriminator Loss: 1.2512 ___ Generator Loss: 0.5925 Epoch 1/2 ___ Discriminator Loss: 1.0736 ___ Generator Loss: 0.7380 Epoch 1/2 ___ Discriminator Loss: 1.2146 ___ Generator Loss: 0.8475
Epoch 1/2 ___ Discriminator Loss: 1.8303 ___ Generator Loss: 0.3039 Epoch 1/2 ___ Discriminator Loss: 1.2213 ___ Generator Loss: 0.6934 Epoch 1/2 ___ Discriminator Loss: 0.8471 ___ Generator Loss: 1.4075 Epoch 1/2 ___ Discriminator Loss: 1.0714 ___ Generator Loss: 0.8081 Epoch 1/2 ___ Discriminator Loss: 1.2484 ___ Generator Loss: 0.6207 Epoch 1/2 ___ Discriminator Loss: 1.2161 ___ Generator Loss: 0.6423 Epoch 1/2 ___ Discriminator Loss: 1.0056 ___ Generator Loss: 1.6312 Epoch 1/2 ___ Discriminator Loss: 1.1579 ___ Generator Loss: 0.6961 Epoch 1/2 ___ Discriminator Loss: 0.9954 ___ Generator Loss: 0.8532 Epoch 1/2 ___ Discriminator Loss: 0.8283 ___ Generator Loss: 1.0874
Epoch 1/2 ___ Discriminator Loss: 0.9714 ___ Generator Loss: 1.0310 Epoch 1/2 ___ Discriminator Loss: 1.9214 ___ Generator Loss: 0.2527 Epoch 1/2 ___ Discriminator Loss: 1.0833 ___ Generator Loss: 0.9417 Epoch 1/2 ___ Discriminator Loss: 0.9565 ___ Generator Loss: 1.1916 Epoch 1/2 ___ Discriminator Loss: 1.1726 ___ Generator Loss: 0.8397 Epoch 1/2 ___ Discriminator Loss: 0.9698 ___ Generator Loss: 1.0240 Epoch 1/2 ___ Discriminator Loss: 1.3307 ___ Generator Loss: 0.5454 Epoch 1/2 ___ Discriminator Loss: 0.8341 ___ Generator Loss: 1.2645 Epoch 1/2 ___ Discriminator Loss: 1.1906 ___ Generator Loss: 0.6738 Epoch 1/2 ___ Discriminator Loss: 1.3156 ___ Generator Loss: 0.5851
Epoch 1/2 ___ Discriminator Loss: 0.9624 ___ Generator Loss: 1.4837 Epoch 1/2 ___ Discriminator Loss: 0.9013 ___ Generator Loss: 0.8956 Epoch 1/2 ___ Discriminator Loss: 0.8474 ___ Generator Loss: 1.1887 Epoch 1/2 ___ Discriminator Loss: 0.7389 ___ Generator Loss: 1.4205 Epoch 1/2 ___ Discriminator Loss: 1.1492 ___ Generator Loss: 0.6807 Epoch 1/2 ___ Discriminator Loss: 1.0267 ___ Generator Loss: 0.8428 Epoch 1/2 ___ Discriminator Loss: 1.1875 ___ Generator Loss: 0.6695 Epoch 1/2 ___ Discriminator Loss: 1.1926 ___ Generator Loss: 0.6844 Epoch 1/2 ___ Discriminator Loss: 2.8035 ___ Generator Loss: 0.1378 Epoch 1/2 ___ Discriminator Loss: 0.9593 ___ Generator Loss: 1.0662
Epoch 1/2 ___ Discriminator Loss: 1.2138 ___ Generator Loss: 0.5907 Epoch 1/2 ___ Discriminator Loss: 1.2077 ___ Generator Loss: 0.6863 Epoch 1/2 ___ Discriminator Loss: 0.9842 ___ Generator Loss: 1.2494 Epoch 1/2 ___ Discriminator Loss: 0.8803 ___ Generator Loss: 1.1990 Epoch 1/2 ___ Discriminator Loss: 1.0170 ___ Generator Loss: 1.7252 Epoch 1/2 ___ Discriminator Loss: 0.6714 ___ Generator Loss: 1.6736 Epoch 1/2 ___ Discriminator Loss: 1.3323 ___ Generator Loss: 1.7130 Epoch 1/2 ___ Discriminator Loss: 1.0995 ___ Generator Loss: 1.0943 Epoch 1/2 ___ Discriminator Loss: 1.0647 ___ Generator Loss: 0.8493 Epoch 1/2 ___ Discriminator Loss: 0.8397 ___ Generator Loss: 1.1114
Epoch 1/2 ___ Discriminator Loss: 0.7627 ___ Generator Loss: 1.3865 Epoch 1/2 ___ Discriminator Loss: 1.3485 ___ Generator Loss: 2.3346 Epoch 1/2 ___ Discriminator Loss: 0.8606 ___ Generator Loss: 1.2797 Epoch 1/2 ___ Discriminator Loss: 1.1532 ___ Generator Loss: 0.6924 Epoch 1/2 ___ Discriminator Loss: 1.7153 ___ Generator Loss: 0.3599 Epoch 1/2 ___ Discriminator Loss: 0.9052 ___ Generator Loss: 0.9878 Epoch 1/2 ___ Discriminator Loss: 1.1113 ___ Generator Loss: 0.7974 Epoch 1/2 ___ Discriminator Loss: 3.1173 ___ Generator Loss: 3.5872 Epoch 1/2 ___ Discriminator Loss: 1.1071 ___ Generator Loss: 0.7884 Epoch 1/2 ___ Discriminator Loss: 1.1790 ___ Generator Loss: 0.6502
Epoch 1/2 ___ Discriminator Loss: 0.8524 ___ Generator Loss: 1.1676 Epoch 1/2 ___ Discriminator Loss: 0.9078 ___ Generator Loss: 1.0395 Epoch 1/2 ___ Discriminator Loss: 0.9887 ___ Generator Loss: 0.8502 Epoch 1/2 ___ Discriminator Loss: 1.0124 ___ Generator Loss: 0.7673 Epoch 1/2 ___ Discriminator Loss: 1.3252 ___ Generator Loss: 0.5786 Epoch 1/2 ___ Discriminator Loss: 1.5558 ___ Generator Loss: 0.4689 Epoch 1/2 ___ Discriminator Loss: 0.6521 ___ Generator Loss: 1.6417 Epoch 1/2 ___ Discriminator Loss: 0.8075 ___ Generator Loss: 1.2657 Epoch 1/2 ___ Discriminator Loss: 0.7988 ___ Generator Loss: 1.2892 Epoch 1/2 ___ Discriminator Loss: 0.9775 ___ Generator Loss: 0.9397
Epoch 1/2 ___ Discriminator Loss: 1.1111 ___ Generator Loss: 0.7312 Epoch 1/2 ___ Discriminator Loss: 2.0885 ___ Generator Loss: 0.2587 Epoch 1/2 ___ Discriminator Loss: 0.9581 ___ Generator Loss: 0.9537 Epoch 1/2 ___ Discriminator Loss: 1.4247 ___ Generator Loss: 0.5174 Epoch 1/2 ___ Discriminator Loss: 1.1739 ___ Generator Loss: 3.2590 Epoch 1/2 ___ Discriminator Loss: 0.9105 ___ Generator Loss: 1.0328 Epoch 1/2 ___ Discriminator Loss: 0.8419 ___ Generator Loss: 1.1346 Epoch 1/2 ___ Discriminator Loss: 0.8590 ___ Generator Loss: 1.0614 Epoch 1/2 ___ Discriminator Loss: 1.2146 ___ Generator Loss: 0.6379 Epoch 1/2 ___ Discriminator Loss: 1.4830 ___ Generator Loss: 2.7609
Epoch 1/2 ___ Discriminator Loss: 0.7802 ___ Generator Loss: 1.3170 Epoch 1/2 ___ Discriminator Loss: 1.2994 ___ Generator Loss: 0.6328 Epoch 1/2 ___ Discriminator Loss: 0.8978 ___ Generator Loss: 1.0645 Epoch 1/2 ___ Discriminator Loss: 0.9936 ___ Generator Loss: 1.1582 Epoch 1/2 ___ Discriminator Loss: 0.8834 ___ Generator Loss: 0.9226 Epoch 1/2 ___ Discriminator Loss: 0.8534 ___ Generator Loss: 1.6578 Epoch 1/2 ___ Discriminator Loss: 0.6862 ___ Generator Loss: 1.3826 Epoch 1/2 ___ Discriminator Loss: 0.7912 ___ Generator Loss: 1.0859 Epoch 1/2 ___ Discriminator Loss: 1.1502 ___ Generator Loss: 0.7478 Epoch 1/2 ___ Discriminator Loss: 1.0136 ___ Generator Loss: 0.8302
Epoch 1/2 ___ Discriminator Loss: 0.8149 ___ Generator Loss: 1.2033 Epoch 1/2 ___ Discriminator Loss: 0.6399 ___ Generator Loss: 1.8570 Epoch 1/2 ___ Discriminator Loss: 0.6339 ___ Generator Loss: 1.8261 Epoch 1/2 ___ Discriminator Loss: 1.6841 ___ Generator Loss: 0.3888 Epoch 1/2 ___ Discriminator Loss: 0.9605 ___ Generator Loss: 0.9352 Epoch 1/2 ___ Discriminator Loss: 0.6248 ___ Generator Loss: 1.6306 Epoch 1/2 ___ Discriminator Loss: 0.6784 ___ Generator Loss: 1.6190 Epoch 1/2 ___ Discriminator Loss: 0.6932 ___ Generator Loss: 1.6367 Epoch 1/2 ___ Discriminator Loss: 0.7346 ___ Generator Loss: 1.4742 Epoch 1/2 ___ Discriminator Loss: 1.1854 ___ Generator Loss: 1.3786
Epoch 1/2 ___ Discriminator Loss: 1.0748 ___ Generator Loss: 0.7609 Epoch 1/2 ___ Discriminator Loss: 3.0350 ___ Generator Loss: 0.0946 Epoch 1/2 ___ Discriminator Loss: 1.1281 ___ Generator Loss: 0.8604 Epoch 1/2 ___ Discriminator Loss: 0.8286 ___ Generator Loss: 1.0876 Epoch 1/2 ___ Discriminator Loss: 0.9533 ___ Generator Loss: 1.0444 Epoch 1/2 ___ Discriminator Loss: 1.7721 ___ Generator Loss: 0.3313 Epoch 1/2 ___ Discriminator Loss: 0.9218 ___ Generator Loss: 1.0120 Epoch 1/2 ___ Discriminator Loss: 0.7740 ___ Generator Loss: 1.2552 Epoch 1/2 ___ Discriminator Loss: 0.5452 ___ Generator Loss: 2.1119 Epoch 1/2 ___ Discriminator Loss: 1.3107 ___ Generator Loss: 0.5771
Epoch 1/2 ___ Discriminator Loss: 0.6501 ___ Generator Loss: 1.7059 Epoch 1/2 ___ Discriminator Loss: 1.7098 ___ Generator Loss: 0.3562 Epoch 1/2 ___ Discriminator Loss: 0.9853 ___ Generator Loss: 1.1564 Epoch 1/2 ___ Discriminator Loss: 0.9179 ___ Generator Loss: 1.1030 Epoch 1/2 ___ Discriminator Loss: 1.1552 ___ Generator Loss: 0.7334 Epoch 1/2 ___ Discriminator Loss: 0.8412 ___ Generator Loss: 1.3719 Epoch 1/2 ___ Discriminator Loss: 0.7126 ___ Generator Loss: 1.3317 Epoch 1/2 ___ Discriminator Loss: 0.6332 ___ Generator Loss: 1.5177 Epoch 1/2 ___ Discriminator Loss: 0.6683 ___ Generator Loss: 2.0309 Epoch 1/2 ___ Discriminator Loss: 0.7755 ___ Generator Loss: 1.8096
Epoch 1/2 ___ Discriminator Loss: 1.3173 ___ Generator Loss: 0.5824 Epoch 1/2 ___ Discriminator Loss: 0.9476 ___ Generator Loss: 0.9125 Epoch 1/2 ___ Discriminator Loss: 1.4431 ___ Generator Loss: 0.4651 Epoch 1/2 ___ Discriminator Loss: 0.7173 ___ Generator Loss: 2.1622 Epoch 1/2 ___ Discriminator Loss: 1.1036 ___ Generator Loss: 0.7921 Epoch 1/2 ___ Discriminator Loss: 1.9780 ___ Generator Loss: 0.4141 Epoch 1/2 ___ Discriminator Loss: 0.7518 ___ Generator Loss: 1.3221 Epoch 1/2 ___ Discriminator Loss: 1.1227 ___ Generator Loss: 0.8027 Epoch 1/2 ___ Discriminator Loss: 0.9273 ___ Generator Loss: 1.0146 Epoch 1/2 ___ Discriminator Loss: 0.7014 ___ Generator Loss: 1.4118
Epoch 1/2 ___ Discriminator Loss: 0.9003 ___ Generator Loss: 1.0668 Epoch 1/2 ___ Discriminator Loss: 0.8483 ___ Generator Loss: 1.0379 Epoch 1/2 ___ Discriminator Loss: 1.0186 ___ Generator Loss: 0.9668 Epoch 1/2 ___ Discriminator Loss: 0.9711 ___ Generator Loss: 0.8583 Epoch 1/2 ___ Discriminator Loss: 0.8605 ___ Generator Loss: 1.0210 Epoch 1/2 ___ Discriminator Loss: 1.2092 ___ Generator Loss: 0.6081 Epoch 1/2 ___ Discriminator Loss: 0.7093 ___ Generator Loss: 1.4981 Epoch 1/2 ___ Discriminator Loss: 2.5509 ___ Generator Loss: 0.2006 Epoch 1/2 ___ Discriminator Loss: 1.5696 ___ Generator Loss: 0.4791 Epoch 1/2 ___ Discriminator Loss: 0.8575 ___ Generator Loss: 1.7462
Epoch 1/2 ___ Discriminator Loss: 1.6708 ___ Generator Loss: 0.6088 Epoch 1/2 ___ Discriminator Loss: 1.7505 ___ Generator Loss: 0.3322 Epoch 1/2 ___ Discriminator Loss: 1.1275 ___ Generator Loss: 0.8004 Epoch 1/2 ___ Discriminator Loss: 1.0588 ___ Generator Loss: 0.7639 Epoch 1/2 ___ Discriminator Loss: 0.8913 ___ Generator Loss: 0.9642 Epoch 1/2 ___ Discriminator Loss: 0.6510 ___ Generator Loss: 1.5661 Epoch 1/2 ___ Discriminator Loss: 0.9227 ___ Generator Loss: 0.9505 Epoch 1/2 ___ Discriminator Loss: 0.5437 ___ Generator Loss: 1.9263 Epoch 1/2 ___ Discriminator Loss: 0.6915 ___ Generator Loss: 1.3318 Epoch 1/2 ___ Discriminator Loss: 0.7180 ___ Generator Loss: 1.4541
Epoch 1/2 ___ Discriminator Loss: 0.5648 ___ Generator Loss: 1.9957 Epoch 1/2 ___ Discriminator Loss: 0.8717 ___ Generator Loss: 1.0551 Epoch 1/2 ___ Discriminator Loss: 2.3443 ___ Generator Loss: 2.9780 Epoch 1/2 ___ Discriminator Loss: 1.2281 ___ Generator Loss: 0.6480 Epoch 1/2 ___ Discriminator Loss: 0.9087 ___ Generator Loss: 1.0489 Epoch 1/2 ___ Discriminator Loss: 0.8316 ___ Generator Loss: 1.1743 Epoch 1/2 ___ Discriminator Loss: 0.8218 ___ Generator Loss: 1.3233 Epoch 1/2 ___ Discriminator Loss: 0.8255 ___ Generator Loss: 2.3140 Epoch 1/2 ___ Discriminator Loss: 1.5100 ___ Generator Loss: 0.5126 Epoch 1/2 ___ Discriminator Loss: 0.8630 ___ Generator Loss: 2.2938
Epoch 1/2 ___ Discriminator Loss: 0.9450 ___ Generator Loss: 1.1174 Epoch 1/2 ___ Discriminator Loss: 0.8805 ___ Generator Loss: 1.3017 Epoch 1/2 ___ Discriminator Loss: 0.5960 ___ Generator Loss: 1.6913 Epoch 1/2 ___ Discriminator Loss: 0.8584 ___ Generator Loss: 1.0346 Epoch 1/2 ___ Discriminator Loss: 1.2826 ___ Generator Loss: 0.6227 Epoch 1/2 ___ Discriminator Loss: 0.8615 ___ Generator Loss: 1.1466 Epoch 1/2 ___ Discriminator Loss: 0.9361 ___ Generator Loss: 0.9459 Epoch 1/2 ___ Discriminator Loss: 1.8867 ___ Generator Loss: 0.3808 Epoch 1/2 ___ Discriminator Loss: 0.7524 ___ Generator Loss: 1.5064 Epoch 1/2 ___ Discriminator Loss: 0.6933 ___ Generator Loss: 1.9361
Epoch 1/2 ___ Discriminator Loss: 1.1722 ___ Generator Loss: 0.6859 Epoch 1/2 ___ Discriminator Loss: 0.7536 ___ Generator Loss: 1.3727 Epoch 1/2 ___ Discriminator Loss: 1.1240 ___ Generator Loss: 0.7739 Epoch 1/2 ___ Discriminator Loss: 1.0121 ___ Generator Loss: 0.8967 Epoch 1/2 ___ Discriminator Loss: 0.6331 ___ Generator Loss: 1.5414 Epoch 1/2 ___ Discriminator Loss: 0.6419 ___ Generator Loss: 1.5799 Epoch 1/2 ___ Discriminator Loss: 0.8782 ___ Generator Loss: 1.0599 Epoch 1/2 ___ Discriminator Loss: 0.5705 ___ Generator Loss: 2.2892 Epoch 1/2 ___ Discriminator Loss: 2.4217 ___ Generator Loss: 0.2405 Epoch 1/2 ___ Discriminator Loss: 0.7060 ___ Generator Loss: 1.4712
Epoch 1/2 ___ Discriminator Loss: 1.2464 ___ Generator Loss: 0.6180 Epoch 1/2 ___ Discriminator Loss: 0.6393 ___ Generator Loss: 1.5079 Epoch 1/2 ___ Discriminator Loss: 0.9385 ___ Generator Loss: 0.9938 Epoch 1/2 ___ Discriminator Loss: 0.9218 ___ Generator Loss: 0.9139 Epoch 1/2 ___ Discriminator Loss: 0.7248 ___ Generator Loss: 1.4015 Epoch 1/2 ___ Discriminator Loss: 0.6785 ___ Generator Loss: 1.4336 Epoch 1/2 ___ Discriminator Loss: 0.8592 ___ Generator Loss: 1.1947 Epoch 1/2 ___ Discriminator Loss: 3.0668 ___ Generator Loss: 4.3863 Epoch 1/2 ___ Discriminator Loss: 0.8383 ___ Generator Loss: 1.5265 Epoch 1/2 ___ Discriminator Loss: 0.7256 ___ Generator Loss: 1.2816
Epoch 1/2 ___ Discriminator Loss: 1.0203 ___ Generator Loss: 0.7883 Epoch 1/2 ___ Discriminator Loss: 0.7980 ___ Generator Loss: 1.2027 Epoch 1/2 ___ Discriminator Loss: 0.6936 ___ Generator Loss: 1.3040 Epoch 1/2 ___ Discriminator Loss: 1.3759 ___ Generator Loss: 0.5243 Epoch 1/2 ___ Discriminator Loss: 0.8471 ___ Generator Loss: 1.1460 Epoch 1/2 ___ Discriminator Loss: 0.7524 ___ Generator Loss: 1.2759 Epoch 1/2 ___ Discriminator Loss: 0.6673 ___ Generator Loss: 1.4160 Epoch 1/2 ___ Discriminator Loss: 0.7640 ___ Generator Loss: 1.5316 Epoch 1/2 ___ Discriminator Loss: 0.6136 ___ Generator Loss: 1.8434 Epoch 1/2 ___ Discriminator Loss: 1.2521 ___ Generator Loss: 0.6014
Epoch 1/2 ___ Discriminator Loss: 0.6299 ___ Generator Loss: 1.8179 Epoch 1/2 ___ Discriminator Loss: 0.6513 ___ Generator Loss: 1.4678 Epoch 1/2 ___ Discriminator Loss: 0.7023 ___ Generator Loss: 1.3060 Epoch 1/2 ___ Discriminator Loss: 0.6627 ___ Generator Loss: 1.6467 Epoch 1/2 ___ Discriminator Loss: 1.0623 ___ Generator Loss: 0.8755 Epoch 1/2 ___ Discriminator Loss: 1.0559 ___ Generator Loss: 0.8179 Epoch 1/2 ___ Discriminator Loss: 0.8195 ___ Generator Loss: 1.2246 Epoch 1/2 ___ Discriminator Loss: 1.0084 ___ Generator Loss: 0.8922 Epoch 1/2 ___ Discriminator Loss: 1.2391 ___ Generator Loss: 0.6349 Epoch 1/2 ___ Discriminator Loss: 1.1728 ___ Generator Loss: 0.6912
Epoch 1/2 ___ Discriminator Loss: 1.0225 ___ Generator Loss: 0.8001 Epoch 1/2 ___ Discriminator Loss: 0.6609 ___ Generator Loss: 1.9402 Epoch 1/2 ___ Discriminator Loss: 0.6352 ___ Generator Loss: 1.5464 Epoch 1/2 ___ Discriminator Loss: 1.9595 ___ Generator Loss: 0.3034 Epoch 1/2 ___ Discriminator Loss: 0.7760 ___ Generator Loss: 1.2061 Epoch 1/2 ___ Discriminator Loss: 0.7371 ___ Generator Loss: 1.2737 Epoch 1/2 ___ Discriminator Loss: 1.1116 ___ Generator Loss: 0.8103 Epoch 1/2 ___ Discriminator Loss: 0.7202 ___ Generator Loss: 1.2542 Epoch 1/2 ___ Discriminator Loss: 1.0332 ___ Generator Loss: 0.8313 Epoch 1/2 ___ Discriminator Loss: 0.5659 ___ Generator Loss: 1.8741
Epoch 1/2 ___ Discriminator Loss: 0.8998 ___ Generator Loss: 1.0603 Epoch 1/2 ___ Discriminator Loss: 1.5548 ___ Generator Loss: 0.4858 Epoch 1/2 ___ Discriminator Loss: 1.2262 ___ Generator Loss: 0.7525 Epoch 1/2 ___ Discriminator Loss: 0.9010 ___ Generator Loss: 2.2292 Epoch 1/2 ___ Discriminator Loss: 0.6512 ___ Generator Loss: 1.5428 Epoch 1/2 ___ Discriminator Loss: 0.8375 ___ Generator Loss: 1.1240 Epoch 1/2 ___ Discriminator Loss: 1.0089 ___ Generator Loss: 0.9126 Epoch 1/2 ___ Discriminator Loss: 0.6124 ___ Generator Loss: 1.6488 Epoch 1/2 ___ Discriminator Loss: 0.5981 ___ Generator Loss: 2.0939 Epoch 1/2 ___ Discriminator Loss: 1.1304 ___ Generator Loss: 0.7260
Epoch 1/2 ___ Discriminator Loss: 0.8933 ___ Generator Loss: 1.1125 Epoch 1/2 ___ Discriminator Loss: 1.1362 ___ Generator Loss: 0.6852 Epoch 1/2 ___ Discriminator Loss: 0.7611 ___ Generator Loss: 1.2941 Epoch 1/2 ___ Discriminator Loss: 0.9560 ___ Generator Loss: 0.9336 Epoch 1/2 ___ Discriminator Loss: 1.0180 ___ Generator Loss: 0.9126 Epoch 1/2 ___ Discriminator Loss: 0.9464 ___ Generator Loss: 0.8586 Epoch 1/2 ___ Discriminator Loss: 2.0116 ___ Generator Loss: 0.3099 Epoch 1/2 ___ Discriminator Loss: 0.5845 ___ Generator Loss: 1.8990 Epoch 1/2 ___ Discriminator Loss: 0.6689 ___ Generator Loss: 1.5627 Epoch 1/2 ___ Discriminator Loss: 0.6573 ___ Generator Loss: 1.4479
Epoch 1/2 ___ Discriminator Loss: 1.2233 ___ Generator Loss: 0.6318 Epoch 1/2 ___ Discriminator Loss: 0.8152 ___ Generator Loss: 1.2870 Epoch 1/2 ___ Discriminator Loss: 1.0133 ___ Generator Loss: 1.0679 Epoch 1/2 ___ Discriminator Loss: 1.2312 ___ Generator Loss: 0.6394 Epoch 1/2 ___ Discriminator Loss: 0.9893 ___ Generator Loss: 0.8482 Epoch 1/2 ___ Discriminator Loss: 1.0111 ___ Generator Loss: 0.7834 Epoch 1/2 ___ Discriminator Loss: 1.3175 ___ Generator Loss: 0.6051 Epoch 1/2 ___ Discriminator Loss: 0.7203 ___ Generator Loss: 1.3918 Epoch 1/2 ___ Discriminator Loss: 0.6056 ___ Generator Loss: 1.6431 Epoch 1/2 ___ Discriminator Loss: 0.7128 ___ Generator Loss: 1.3359
Epoch 1/2 ___ Discriminator Loss: 1.1849 ___ Generator Loss: 0.7848 Epoch 1/2 ___ Discriminator Loss: 1.3742 ___ Generator Loss: 0.5289 Epoch 1/2 ___ Discriminator Loss: 0.6384 ___ Generator Loss: 1.8661 Epoch 1/2 ___ Discriminator Loss: 1.5237 ___ Generator Loss: 1.8606 Epoch 1/2 ___ Discriminator Loss: 1.0924 ___ Generator Loss: 0.8179 Epoch 1/2 ___ Discriminator Loss: 1.0266 ___ Generator Loss: 0.7640 Epoch 1/2 ___ Discriminator Loss: 0.7389 ___ Generator Loss: 1.2787 Epoch 1/2 ___ Discriminator Loss: 0.5846 ___ Generator Loss: 1.6879 Epoch 1/2 ___ Discriminator Loss: 0.8722 ___ Generator Loss: 0.9868 Epoch 1/2 ___ Discriminator Loss: 1.1989 ___ Generator Loss: 0.6817
Epoch 1/2 ___ Discriminator Loss: 2.2090 ___ Generator Loss: 0.1850 Epoch 1/2 ___ Discriminator Loss: 1.4878 ___ Generator Loss: 0.5437 Epoch 1/2 ___ Discriminator Loss: 0.9567 ___ Generator Loss: 0.9145 Epoch 1/2 ___ Discriminator Loss: 0.6699 ___ Generator Loss: 1.5893 Epoch 1/2 ___ Discriminator Loss: 1.0448 ___ Generator Loss: 1.4749 Epoch 1/2 ___ Discriminator Loss: 0.8487 ___ Generator Loss: 1.1912 Epoch 1/2 ___ Discriminator Loss: 0.6802 ___ Generator Loss: 1.4114 Epoch 1/2 ___ Discriminator Loss: 0.8316 ___ Generator Loss: 1.0548 Epoch 1/2 ___ Discriminator Loss: 0.9086 ___ Generator Loss: 1.0487 Epoch 1/2 ___ Discriminator Loss: 2.0983 ___ Generator Loss: 0.3784
Epoch 1/2 ___ Discriminator Loss: 0.6496 ___ Generator Loss: 1.9007 Epoch 1/2 ___ Discriminator Loss: 0.8274 ___ Generator Loss: 1.1060 Epoch 1/2 ___ Discriminator Loss: 1.0092 ___ Generator Loss: 0.8268 Epoch 1/2 ___ Discriminator Loss: 0.9612 ___ Generator Loss: 0.9511 Epoch 1/2 ___ Discriminator Loss: 0.6740 ___ Generator Loss: 1.7013 Epoch 1/2 ___ Discriminator Loss: 0.6807 ___ Generator Loss: 1.9362 Epoch 1/2 ___ Discriminator Loss: 0.6942 ___ Generator Loss: 1.3585 Epoch 1/2 ___ Discriminator Loss: 0.6987 ___ Generator Loss: 1.6481 Epoch 1/2 ___ Discriminator Loss: 0.5719 ___ Generator Loss: 1.7727 Epoch 1/2 ___ Discriminator Loss: 0.6093 ___ Generator Loss: 1.6142
Epoch 1/2 ___ Discriminator Loss: 0.5804 ___ Generator Loss: 1.8403 Epoch 1/2 ___ Discriminator Loss: 1.9816 ___ Generator Loss: 0.3504 Epoch 1/2 ___ Discriminator Loss: 1.3144 ___ Generator Loss: 0.5923 Epoch 1/2 ___ Discriminator Loss: 0.7311 ___ Generator Loss: 1.6526 Epoch 1/2 ___ Discriminator Loss: 0.7134 ___ Generator Loss: 1.3872 Epoch 1/2 ___ Discriminator Loss: 0.7501 ___ Generator Loss: 1.1798 Epoch 1/2 ___ Discriminator Loss: 1.0618 ___ Generator Loss: 2.5979 Epoch 1/2 ___ Discriminator Loss: 0.7247 ___ Generator Loss: 1.5099 Epoch 1/2 ___ Discriminator Loss: 0.8796 ___ Generator Loss: 1.0776 Epoch 1/2 ___ Discriminator Loss: 0.9647 ___ Generator Loss: 0.8347
Epoch 1/2 ___ Discriminator Loss: 1.4930 ___ Generator Loss: 0.4527 Epoch 1/2 ___ Discriminator Loss: 0.6817 ___ Generator Loss: 1.3829 Epoch 1/2 ___ Discriminator Loss: 0.7508 ___ Generator Loss: 1.3386 Epoch 1/2 ___ Discriminator Loss: 0.5538 ___ Generator Loss: 1.7898 Epoch 1/2 ___ Discriminator Loss: 1.4456 ___ Generator Loss: 0.6013 Epoch 1/2 ___ Discriminator Loss: 0.9864 ___ Generator Loss: 0.8043 Epoch 1/2 ___ Discriminator Loss: 0.6692 ___ Generator Loss: 1.4651 Epoch 1/2 ___ Discriminator Loss: 0.6169 ___ Generator Loss: 1.6295 Epoch 1/2 ___ Discriminator Loss: 0.6435 ___ Generator Loss: 1.4480 Epoch 1/2 ___ Discriminator Loss: 0.6623 ___ Generator Loss: 1.5091
Epoch 1/2 ___ Discriminator Loss: 1.3196 ___ Generator Loss: 0.6467 Epoch 1/2 ___ Discriminator Loss: 0.9181 ___ Generator Loss: 1.8470 Epoch 1/2 ___ Discriminator Loss: 0.6862 ___ Generator Loss: 1.5341 Epoch 1/2 ___ Discriminator Loss: 0.6809 ___ Generator Loss: 1.6431 Epoch 1/2 ___ Discriminator Loss: 1.1102 ___ Generator Loss: 0.7410 Epoch 1/2 ___ Discriminator Loss: 0.7603 ___ Generator Loss: 1.2870 Epoch 1/2 ___ Discriminator Loss: 0.9241 ___ Generator Loss: 0.8978 Epoch 1/2 ___ Discriminator Loss: 1.0433 ___ Generator Loss: 0.8131 Epoch 1/2 ___ Discriminator Loss: 1.5349 ___ Generator Loss: 0.4683 Epoch 1/2 ___ Discriminator Loss: 1.1088 ___ Generator Loss: 0.7229
Epoch 1/2 ___ Discriminator Loss: 1.2024 ___ Generator Loss: 2.6826 Epoch 1/2 ___ Discriminator Loss: 1.6945 ___ Generator Loss: 0.3998 Epoch 1/2 ___ Discriminator Loss: 0.6853 ___ Generator Loss: 1.9353 Epoch 1/2 ___ Discriminator Loss: 0.6730 ___ Generator Loss: 1.3784 Epoch 1/2 ___ Discriminator Loss: 1.8476 ___ Generator Loss: 0.3963 Epoch 1/2 ___ Discriminator Loss: 0.7322 ___ Generator Loss: 2.9926 Epoch 1/2 ___ Discriminator Loss: 0.6635 ___ Generator Loss: 1.4950 Epoch 1/2 ___ Discriminator Loss: 0.8511 ___ Generator Loss: 1.1996 Epoch 1/2 ___ Discriminator Loss: 0.6785 ___ Generator Loss: 1.5681 Epoch 1/2 ___ Discriminator Loss: 1.0647 ___ Generator Loss: 0.7894
Epoch 1/2 ___ Discriminator Loss: 0.6590 ___ Generator Loss: 1.5845 Epoch 1/2 ___ Discriminator Loss: 1.7378 ___ Generator Loss: 0.3696 Epoch 1/2 ___ Discriminator Loss: 1.0230 ___ Generator Loss: 0.8124 Epoch 1/2 ___ Discriminator Loss: 0.6910 ___ Generator Loss: 1.5403 Epoch 1/2 ___ Discriminator Loss: 1.2717 ___ Generator Loss: 0.7092 Epoch 1/2 ___ Discriminator Loss: 0.5506 ___ Generator Loss: 1.9480 Epoch 1/2 ___ Discriminator Loss: 0.6265 ___ Generator Loss: 1.6796 Epoch 1/2 ___ Discriminator Loss: 0.7108 ___ Generator Loss: 1.5177 Epoch 1/2 ___ Discriminator Loss: 1.1666 ___ Generator Loss: 0.7439 Epoch 1/2 ___ Discriminator Loss: 1.0213 ___ Generator Loss: 0.8049
Epoch 1/2 ___ Discriminator Loss: 0.8191 ___ Generator Loss: 1.1020 Epoch 1/2 ___ Discriminator Loss: 0.6970 ___ Generator Loss: 1.4117 Epoch 1/2 ___ Discriminator Loss: 0.8904 ___ Generator Loss: 1.0280 Epoch 1/2 ___ Discriminator Loss: 1.1277 ___ Generator Loss: 0.7300 Epoch 1/2 ___ Discriminator Loss: 0.6455 ___ Generator Loss: 1.8155 Epoch 1/2 ___ Discriminator Loss: 0.7567 ___ Generator Loss: 1.5102 Epoch 1/2 ___ Discriminator Loss: 0.7186 ___ Generator Loss: 1.7226 Epoch 1/2 ___ Discriminator Loss: 0.8810 ___ Generator Loss: 1.2076 Epoch 1/2 ___ Discriminator Loss: 0.7347 ___ Generator Loss: 1.3578 Epoch 1/2 ___ Discriminator Loss: 0.6672 ___ Generator Loss: 1.4682
Epoch 1/2 ___ Discriminator Loss: 0.9946 ___ Generator Loss: 0.9783 Epoch 1/2 ___ Discriminator Loss: 0.6735 ___ Generator Loss: 1.3859 Epoch 1/2 ___ Discriminator Loss: 0.6133 ___ Generator Loss: 1.6692 Epoch 1/2 ___ Discriminator Loss: 0.9328 ___ Generator Loss: 0.8893 Epoch 1/2 ___ Discriminator Loss: 0.5762 ___ Generator Loss: 2.2019 Epoch 1/2 ___ Discriminator Loss: 0.8095 ___ Generator Loss: 1.3286 Epoch 1/2 ___ Discriminator Loss: 1.0986 ___ Generator Loss: 1.3776 Epoch 1/2 ___ Discriminator Loss: 0.6902 ___ Generator Loss: 1.6071 Epoch 1/2 ___ Discriminator Loss: 0.7751 ___ Generator Loss: 1.2937 Epoch 1/2 ___ Discriminator Loss: 0.9482 ___ Generator Loss: 0.8996
Epoch 1/2 ___ Discriminator Loss: 0.6916 ___ Generator Loss: 1.7575 Epoch 1/2 ___ Discriminator Loss: 0.5805 ___ Generator Loss: 2.1515 Epoch 1/2 ___ Discriminator Loss: 0.7813 ___ Generator Loss: 1.2664 Epoch 1/2 ___ Discriminator Loss: 0.7354 ___ Generator Loss: 1.4844 Epoch 1/2 ___ Discriminator Loss: 1.1344 ___ Generator Loss: 0.7709 Epoch 1/2 ___ Discriminator Loss: 0.7989 ___ Generator Loss: 1.2582 Epoch 1/2 ___ Discriminator Loss: 0.5970 ___ Generator Loss: 2.3533 Epoch 1/2 ___ Discriminator Loss: 0.6733 ___ Generator Loss: 1.5641 Epoch 1/2 ___ Discriminator Loss: 2.1180 ___ Generator Loss: 0.2438 Epoch 1/2 ___ Discriminator Loss: 0.7346 ___ Generator Loss: 1.3463
Epoch 1/2 ___ Discriminator Loss: 1.6208 ___ Generator Loss: 0.4572 Epoch 1/2 ___ Discriminator Loss: 2.1858 ___ Generator Loss: 0.2971 Epoch 1/2 ___ Discriminator Loss: 1.2310 ___ Generator Loss: 0.6912 Epoch 1/2 ___ Discriminator Loss: 0.6717 ___ Generator Loss: 1.4758 Epoch 1/2 ___ Discriminator Loss: 0.6576 ___ Generator Loss: 2.0453 Epoch 1/2 ___ Discriminator Loss: 0.6869 ___ Generator Loss: 1.5345 Epoch 1/2 ___ Discriminator Loss: 0.6366 ___ Generator Loss: 1.7114 Epoch 1/2 ___ Discriminator Loss: 0.9134 ___ Generator Loss: 1.2191 Epoch 1/2 ___ Discriminator Loss: 0.7075 ___ Generator Loss: 1.6807 Epoch 1/2 ___ Discriminator Loss: 0.6536 ___ Generator Loss: 1.4973
Epoch 1/2 ___ Discriminator Loss: 0.6092 ___ Generator Loss: 1.6294 Epoch 1/2 ___ Discriminator Loss: 0.9402 ___ Generator Loss: 1.1410 Epoch 1/2 ___ Discriminator Loss: 0.9855 ___ Generator Loss: 0.8752 Epoch 1/2 ___ Discriminator Loss: 0.6901 ___ Generator Loss: 1.3627 Epoch 1/2 ___ Discriminator Loss: 1.3380 ___ Generator Loss: 0.5835 Epoch 1/2 ___ Discriminator Loss: 0.6076 ___ Generator Loss: 1.6271 Epoch 1/2 ___ Discriminator Loss: 1.0150 ___ Generator Loss: 0.8435 Epoch 1/2 ___ Discriminator Loss: 0.7586 ___ Generator Loss: 1.2971 Epoch 1/2 ___ Discriminator Loss: 0.6634 ___ Generator Loss: 1.4576 Epoch 1/2 ___ Discriminator Loss: 0.8065 ___ Generator Loss: 1.1320
Epoch 1/2 ___ Discriminator Loss: 0.6955 ___ Generator Loss: 1.4062 Epoch 1/2 ___ Discriminator Loss: 0.6184 ___ Generator Loss: 1.5596 Epoch 1/2 ___ Discriminator Loss: 0.8416 ___ Generator Loss: 1.0074 Epoch 1/2 ___ Discriminator Loss: 0.5887 ___ Generator Loss: 2.2145 Epoch 1/2 ___ Discriminator Loss: 0.7549 ___ Generator Loss: 1.4837 Epoch 1/2 ___ Discriminator Loss: 0.6231 ___ Generator Loss: 1.6043 Epoch 1/2 ___ Discriminator Loss: 0.8823 ___ Generator Loss: 0.9948 Epoch 1/2 ___ Discriminator Loss: 0.5171 ___ Generator Loss: 2.0669 Epoch 1/2 ___ Discriminator Loss: 0.9114 ___ Generator Loss: 0.9473 Epoch 1/2 ___ Discriminator Loss: 0.6094 ___ Generator Loss: 1.8509
Epoch 1/2 ___ Discriminator Loss: 0.6482 ___ Generator Loss: 1.6781 Epoch 1/2 ___ Discriminator Loss: 0.5339 ___ Generator Loss: 2.3043 Epoch 1/2 ___ Discriminator Loss: 1.1338 ___ Generator Loss: 0.7719 Epoch 1/2 ___ Discriminator Loss: 0.6329 ___ Generator Loss: 1.8788 Epoch 1/2 ___ Discriminator Loss: 3.4341 ___ Generator Loss: 0.0989 Epoch 1/2 ___ Discriminator Loss: 1.7196 ___ Generator Loss: 0.4285 Epoch 1/2 ___ Discriminator Loss: 0.7441 ___ Generator Loss: 1.9005 Epoch 1/2 ___ Discriminator Loss: 1.2495 ___ Generator Loss: 0.6454 Epoch 1/2 ___ Discriminator Loss: 0.6899 ___ Generator Loss: 1.8641 Epoch 1/2 ___ Discriminator Loss: 0.7610 ___ Generator Loss: 1.2833
Epoch 1/2 ___ Discriminator Loss: 1.2274 ___ Generator Loss: 0.7238 Epoch 1/2 ___ Discriminator Loss: 0.7691 ___ Generator Loss: 1.3259 Epoch 1/2 ___ Discriminator Loss: 0.8965 ___ Generator Loss: 0.9384 Epoch 1/2 ___ Discriminator Loss: 0.7151 ___ Generator Loss: 1.3623 Epoch 1/2 ___ Discriminator Loss: 0.6927 ___ Generator Loss: 1.3439 Epoch 1/2 ___ Discriminator Loss: 0.7171 ___ Generator Loss: 1.5048 Epoch 1/2 ___ Discriminator Loss: 1.1366 ___ Generator Loss: 0.7193 Epoch 1/2 ___ Discriminator Loss: 0.5399 ___ Generator Loss: 1.9777 Epoch 1/2 ___ Discriminator Loss: 0.8938 ___ Generator Loss: 0.9330 Epoch 1/2 ___ Discriminator Loss: 0.6391 ___ Generator Loss: 1.6579
Epoch 1/2 ___ Discriminator Loss: 0.6529 ___ Generator Loss: 1.6695 Epoch 1/2 ___ Discriminator Loss: 0.8662 ___ Generator Loss: 1.0319 Epoch 1/2 ___ Discriminator Loss: 0.6586 ___ Generator Loss: 1.7449 Epoch 1/2 ___ Discriminator Loss: 1.0161 ___ Generator Loss: 0.8455 Epoch 1/2 ___ Discriminator Loss: 0.7312 ___ Generator Loss: 1.7113 Epoch 1/2 ___ Discriminator Loss: 0.7940 ___ Generator Loss: 1.3398 Epoch 1/2 ___ Discriminator Loss: 0.5163 ___ Generator Loss: 2.7626 Epoch 1/2 ___ Discriminator Loss: 0.7061 ___ Generator Loss: 1.4017 Epoch 1/2 ___ Discriminator Loss: 0.6200 ___ Generator Loss: 1.5512 Epoch 1/2 ___ Discriminator Loss: 0.7821 ___ Generator Loss: 1.1562
Epoch 1/2 ___ Discriminator Loss: 0.8982 ___ Generator Loss: 0.9862 Epoch 1/2 ___ Discriminator Loss: 1.2373 ___ Generator Loss: 0.6943 Epoch 1/2 ___ Discriminator Loss: 2.8349 ___ Generator Loss: 0.1261 Epoch 1/2 ___ Discriminator Loss: 1.2020 ___ Generator Loss: 0.7520 Epoch 1/2 ___ Discriminator Loss: 0.9951 ___ Generator Loss: 0.9837 Epoch 1/2 ___ Discriminator Loss: 1.4174 ___ Generator Loss: 0.4681 Epoch 1/2 ___ Discriminator Loss: 0.8903 ___ Generator Loss: 2.2437 Epoch 1/2 ___ Discriminator Loss: 1.0138 ___ Generator Loss: 0.8026 Epoch 1/2 ___ Discriminator Loss: 0.9579 ___ Generator Loss: 0.9520 Epoch 1/2 ___ Discriminator Loss: 1.0840 ___ Generator Loss: 0.8043
Epoch 1/2 ___ Discriminator Loss: 0.6463 ___ Generator Loss: 1.6674 Epoch 1/2 ___ Discriminator Loss: 1.5115 ___ Generator Loss: 0.4247 Epoch 1/2 ___ Discriminator Loss: 0.7113 ___ Generator Loss: 1.9262 Epoch 1/2 ___ Discriminator Loss: 1.0653 ___ Generator Loss: 0.7776 Epoch 1/2 ___ Discriminator Loss: 0.6159 ___ Generator Loss: 1.9213 Epoch 1/2 ___ Discriminator Loss: 0.6714 ___ Generator Loss: 1.6902 Epoch 1/2 ___ Discriminator Loss: 0.5858 ___ Generator Loss: 1.8127 Epoch 1/2 ___ Discriminator Loss: 0.6208 ___ Generator Loss: 1.5787 Epoch 1/2 ___ Discriminator Loss: 0.6205 ___ Generator Loss: 1.6741 Epoch 1/2 ___ Discriminator Loss: 0.8782 ___ Generator Loss: 0.9737
Epoch 1/2 ___ Discriminator Loss: 1.1938 ___ Generator Loss: 0.6395 Epoch 1/2 ___ Discriminator Loss: 0.7788 ___ Generator Loss: 1.2784 Epoch 1/2 ___ Discriminator Loss: 0.6710 ___ Generator Loss: 1.3914 Epoch 1/2 ___ Discriminator Loss: 0.6296 ___ Generator Loss: 1.5844 Epoch 1/2 ___ Discriminator Loss: 1.1336 ___ Generator Loss: 0.8055 Epoch 1/2 ___ Discriminator Loss: 1.3161 ___ Generator Loss: 0.6526 Epoch 1/2 ___ Discriminator Loss: 0.5993 ___ Generator Loss: 1.7305 Epoch 1/2 ___ Discriminator Loss: 0.4990 ___ Generator Loss: 2.5927 Epoch 1/2 ___ Discriminator Loss: 0.6562 ___ Generator Loss: 1.4459 Epoch 1/2 ___ Discriminator Loss: 0.5930 ___ Generator Loss: 1.8661
Epoch 2/2 ___ Discriminator Loss: 1.9977 ___ Generator Loss: 0.3037 Epoch 2/2 ___ Discriminator Loss: 0.5880 ___ Generator Loss: 2.2197 Epoch 2/2 ___ Discriminator Loss: 0.7715 ___ Generator Loss: 1.2744 Epoch 2/2 ___ Discriminator Loss: 0.6019 ___ Generator Loss: 1.8343 Epoch 2/2 ___ Discriminator Loss: 0.6280 ___ Generator Loss: 1.6693 Epoch 2/2 ___ Discriminator Loss: 0.8001 ___ Generator Loss: 1.4076 Epoch 2/2 ___ Discriminator Loss: 1.5561 ___ Generator Loss: 0.4502 Epoch 2/2 ___ Discriminator Loss: 0.4722 ___ Generator Loss: 2.8776 Epoch 2/2 ___ Discriminator Loss: 0.6516 ___ Generator Loss: 1.5451 Epoch 2/2 ___ Discriminator Loss: 0.5754 ___ Generator Loss: 2.0252
Epoch 2/2 ___ Discriminator Loss: 0.6037 ___ Generator Loss: 1.6400 Epoch 2/2 ___ Discriminator Loss: 0.9035 ___ Generator Loss: 0.9414 Epoch 2/2 ___ Discriminator Loss: 0.7235 ___ Generator Loss: 1.9418 Epoch 2/2 ___ Discriminator Loss: 1.1643 ___ Generator Loss: 0.6683 Epoch 2/2 ___ Discriminator Loss: 0.7533 ___ Generator Loss: 1.3949 Epoch 2/2 ___ Discriminator Loss: 0.5591 ___ Generator Loss: 1.9505 Epoch 2/2 ___ Discriminator Loss: 0.7840 ___ Generator Loss: 1.4774 Epoch 2/2 ___ Discriminator Loss: 0.6402 ___ Generator Loss: 1.7605 Epoch 2/2 ___ Discriminator Loss: 1.1368 ___ Generator Loss: 0.8808 Epoch 2/2 ___ Discriminator Loss: 0.7559 ___ Generator Loss: 1.2924
Epoch 2/2 ___ Discriminator Loss: 0.8844 ___ Generator Loss: 1.0319 Epoch 2/2 ___ Discriminator Loss: 0.4786 ___ Generator Loss: 2.2072 Epoch 2/2 ___ Discriminator Loss: 0.6825 ___ Generator Loss: 1.3929 Epoch 2/2 ___ Discriminator Loss: 0.6279 ___ Generator Loss: 1.6120 Epoch 2/2 ___ Discriminator Loss: 0.5840 ___ Generator Loss: 2.0113 Epoch 2/2 ___ Discriminator Loss: 0.6797 ___ Generator Loss: 1.4865 Epoch 2/2 ___ Discriminator Loss: 0.7130 ___ Generator Loss: 1.3282 Epoch 2/2 ___ Discriminator Loss: 1.0166 ___ Generator Loss: 3.6982 Epoch 2/2 ___ Discriminator Loss: 0.8423 ___ Generator Loss: 1.0989 Epoch 2/2 ___ Discriminator Loss: 0.6827 ___ Generator Loss: 1.4772
Epoch 2/2 ___ Discriminator Loss: 0.8232 ___ Generator Loss: 2.9082 Epoch 2/2 ___ Discriminator Loss: 1.9765 ___ Generator Loss: 0.4496 Epoch 2/2 ___ Discriminator Loss: 0.8720 ___ Generator Loss: 1.0685 Epoch 2/2 ___ Discriminator Loss: 0.9238 ___ Generator Loss: 1.0360 Epoch 2/2 ___ Discriminator Loss: 1.0893 ___ Generator Loss: 0.7502 Epoch 2/2 ___ Discriminator Loss: 1.1752 ___ Generator Loss: 0.6482 Epoch 2/2 ___ Discriminator Loss: 0.5110 ___ Generator Loss: 2.2273 Epoch 2/2 ___ Discriminator Loss: 0.6137 ___ Generator Loss: 2.3293 Epoch 2/2 ___ Discriminator Loss: 1.0287 ___ Generator Loss: 0.8051 Epoch 2/2 ___ Discriminator Loss: 1.4555 ___ Generator Loss: 0.4854
Epoch 2/2 ___ Discriminator Loss: 1.0507 ___ Generator Loss: 0.7962 Epoch 2/2 ___ Discriminator Loss: 2.2984 ___ Generator Loss: 0.2359 Epoch 2/2 ___ Discriminator Loss: 0.5615 ___ Generator Loss: 1.9464 Epoch 2/2 ___ Discriminator Loss: 2.1225 ___ Generator Loss: 0.3342 Epoch 2/2 ___ Discriminator Loss: 0.7557 ___ Generator Loss: 1.3599 Epoch 2/2 ___ Discriminator Loss: 1.7057 ___ Generator Loss: 0.4196 Epoch 2/2 ___ Discriminator Loss: 0.7496 ___ Generator Loss: 1.1711 Epoch 2/2 ___ Discriminator Loss: 0.7426 ___ Generator Loss: 1.3940 Epoch 2/2 ___ Discriminator Loss: 1.1383 ___ Generator Loss: 0.6695 Epoch 2/2 ___ Discriminator Loss: 0.8119 ___ Generator Loss: 1.1526
Epoch 2/2 ___ Discriminator Loss: 0.7057 ___ Generator Loss: 1.4474 Epoch 2/2 ___ Discriminator Loss: 0.6253 ___ Generator Loss: 1.6882 Epoch 2/2 ___ Discriminator Loss: 0.7854 ___ Generator Loss: 1.1586 Epoch 2/2 ___ Discriminator Loss: 0.7983 ___ Generator Loss: 1.9468 Epoch 2/2 ___ Discriminator Loss: 0.5977 ___ Generator Loss: 1.7353 Epoch 2/2 ___ Discriminator Loss: 0.4742 ___ Generator Loss: 2.4096 Epoch 2/2 ___ Discriminator Loss: 1.2552 ___ Generator Loss: 0.5690 Epoch 2/2 ___ Discriminator Loss: 0.6327 ___ Generator Loss: 1.6696 Epoch 2/2 ___ Discriminator Loss: 0.7471 ___ Generator Loss: 1.4272 Epoch 2/2 ___ Discriminator Loss: 1.4425 ___ Generator Loss: 0.5197
Epoch 2/2 ___ Discriminator Loss: 1.1191 ___ Generator Loss: 0.8755 Epoch 2/2 ___ Discriminator Loss: 0.5982 ___ Generator Loss: 1.8202 Epoch 2/2 ___ Discriminator Loss: 0.6846 ___ Generator Loss: 1.4320 Epoch 2/2 ___ Discriminator Loss: 0.7151 ___ Generator Loss: 1.3619 Epoch 2/2 ___ Discriminator Loss: 0.5565 ___ Generator Loss: 2.2744 Epoch 2/2 ___ Discriminator Loss: 0.7960 ___ Generator Loss: 1.9818 Epoch 2/2 ___ Discriminator Loss: 0.9413 ___ Generator Loss: 0.9637 Epoch 2/2 ___ Discriminator Loss: 1.5609 ___ Generator Loss: 0.4167 Epoch 2/2 ___ Discriminator Loss: 0.5697 ___ Generator Loss: 1.7777 Epoch 2/2 ___ Discriminator Loss: 1.1881 ___ Generator Loss: 0.7175
Epoch 2/2 ___ Discriminator Loss: 0.5158 ___ Generator Loss: 2.0088 Epoch 2/2 ___ Discriminator Loss: 0.8638 ___ Generator Loss: 1.0039 Epoch 2/2 ___ Discriminator Loss: 0.5619 ___ Generator Loss: 1.8951 Epoch 2/2 ___ Discriminator Loss: 0.6709 ___ Generator Loss: 1.4173 Epoch 2/2 ___ Discriminator Loss: 0.5097 ___ Generator Loss: 2.4076 Epoch 2/2 ___ Discriminator Loss: 0.8577 ___ Generator Loss: 1.3323 Epoch 2/2 ___ Discriminator Loss: 0.7165 ___ Generator Loss: 1.3397 Epoch 2/2 ___ Discriminator Loss: 0.6512 ___ Generator Loss: 1.7578 Epoch 2/2 ___ Discriminator Loss: 0.5527 ___ Generator Loss: 1.8286 Epoch 2/2 ___ Discriminator Loss: 0.6396 ___ Generator Loss: 1.4918
Epoch 2/2 ___ Discriminator Loss: 0.5699 ___ Generator Loss: 1.9628 Epoch 2/2 ___ Discriminator Loss: 0.8951 ___ Generator Loss: 1.0449 Epoch 2/2 ___ Discriminator Loss: 0.8732 ___ Generator Loss: 3.1375 Epoch 2/2 ___ Discriminator Loss: 0.7138 ___ Generator Loss: 1.5622 Epoch 2/2 ___ Discriminator Loss: 0.9179 ___ Generator Loss: 1.0436 Epoch 2/2 ___ Discriminator Loss: 1.2488 ___ Generator Loss: 0.6710 Epoch 2/2 ___ Discriminator Loss: 0.8121 ___ Generator Loss: 1.2268 Epoch 2/2 ___ Discriminator Loss: 0.7660 ___ Generator Loss: 1.2866 Epoch 2/2 ___ Discriminator Loss: 0.7036 ___ Generator Loss: 1.3328 Epoch 2/2 ___ Discriminator Loss: 0.5783 ___ Generator Loss: 1.8388
Epoch 2/2 ___ Discriminator Loss: 1.0213 ___ Generator Loss: 0.8236 Epoch 2/2 ___ Discriminator Loss: 0.6222 ___ Generator Loss: 1.9271 Epoch 2/2 ___ Discriminator Loss: 1.0922 ___ Generator Loss: 0.7629 Epoch 2/2 ___ Discriminator Loss: 0.6607 ___ Generator Loss: 1.5122 Epoch 2/2 ___ Discriminator Loss: 0.7251 ___ Generator Loss: 1.7346 Epoch 2/2 ___ Discriminator Loss: 0.8948 ___ Generator Loss: 1.0813 Epoch 2/2 ___ Discriminator Loss: 0.6286 ___ Generator Loss: 1.8132 Epoch 2/2 ___ Discriminator Loss: 0.5840 ___ Generator Loss: 2.0459 Epoch 2/2 ___ Discriminator Loss: 0.8776 ___ Generator Loss: 1.2620 Epoch 2/2 ___ Discriminator Loss: 0.6562 ___ Generator Loss: 1.6108
Epoch 2/2 ___ Discriminator Loss: 0.7908 ___ Generator Loss: 1.2258 Epoch 2/2 ___ Discriminator Loss: 0.6626 ___ Generator Loss: 1.6336 Epoch 2/2 ___ Discriminator Loss: 0.6512 ___ Generator Loss: 1.4419 Epoch 2/2 ___ Discriminator Loss: 0.5153 ___ Generator Loss: 2.0836 Epoch 2/2 ___ Discriminator Loss: 1.0596 ___ Generator Loss: 0.7943 Epoch 2/2 ___ Discriminator Loss: 0.5560 ___ Generator Loss: 2.0491 Epoch 2/2 ___ Discriminator Loss: 0.9015 ___ Generator Loss: 0.9948 Epoch 2/2 ___ Discriminator Loss: 0.9374 ___ Generator Loss: 1.0547 Epoch 2/2 ___ Discriminator Loss: 0.6902 ___ Generator Loss: 1.4405 Epoch 2/2 ___ Discriminator Loss: 0.8275 ___ Generator Loss: 1.2274
Epoch 2/2 ___ Discriminator Loss: 1.2963 ___ Generator Loss: 0.6371 Epoch 2/2 ___ Discriminator Loss: 1.6125 ___ Generator Loss: 0.4136 Epoch 2/2 ___ Discriminator Loss: 0.7841 ___ Generator Loss: 1.1587 Epoch 2/2 ___ Discriminator Loss: 0.7073 ___ Generator Loss: 1.2961 Epoch 2/2 ___ Discriminator Loss: 0.6610 ___ Generator Loss: 1.5701 Epoch 2/2 ___ Discriminator Loss: 1.1769 ___ Generator Loss: 0.7697 Epoch 2/2 ___ Discriminator Loss: 0.5940 ___ Generator Loss: 2.1342 Epoch 2/2 ___ Discriminator Loss: 0.6008 ___ Generator Loss: 1.7950 Epoch 2/2 ___ Discriminator Loss: 0.8617 ___ Generator Loss: 1.0422 Epoch 2/2 ___ Discriminator Loss: 0.7987 ___ Generator Loss: 1.1880
Epoch 2/2 ___ Discriminator Loss: 0.5139 ___ Generator Loss: 2.0614 Epoch 2/2 ___ Discriminator Loss: 1.0702 ___ Generator Loss: 0.8038 Epoch 2/2 ___ Discriminator Loss: 0.7170 ___ Generator Loss: 1.3604 Epoch 2/2 ___ Discriminator Loss: 0.7856 ___ Generator Loss: 1.6175 Epoch 2/2 ___ Discriminator Loss: 0.7790 ___ Generator Loss: 1.2995 Epoch 2/2 ___ Discriminator Loss: 0.7258 ___ Generator Loss: 1.2734 Epoch 2/2 ___ Discriminator Loss: 0.7507 ___ Generator Loss: 1.9599 Epoch 2/2 ___ Discriminator Loss: 0.9064 ___ Generator Loss: 1.2495 Epoch 2/2 ___ Discriminator Loss: 0.7782 ___ Generator Loss: 1.2765 Epoch 2/2 ___ Discriminator Loss: 0.5141 ___ Generator Loss: 2.3064
Epoch 2/2 ___ Discriminator Loss: 0.7949 ___ Generator Loss: 1.2333 Epoch 2/2 ___ Discriminator Loss: 0.5139 ___ Generator Loss: 2.1272 Epoch 2/2 ___ Discriminator Loss: 0.6062 ___ Generator Loss: 1.8793 Epoch 2/2 ___ Discriminator Loss: 0.6339 ___ Generator Loss: 1.5937 Epoch 2/2 ___ Discriminator Loss: 1.3793 ___ Generator Loss: 0.6193 Epoch 2/2 ___ Discriminator Loss: 2.2339 ___ Generator Loss: 0.2197 Epoch 2/2 ___ Discriminator Loss: 0.5347 ___ Generator Loss: 2.1295 Epoch 2/2 ___ Discriminator Loss: 0.7422 ___ Generator Loss: 1.2417 Epoch 2/2 ___ Discriminator Loss: 0.9325 ___ Generator Loss: 1.2062 Epoch 2/2 ___ Discriminator Loss: 1.6324 ___ Generator Loss: 0.4384
Epoch 2/2 ___ Discriminator Loss: 0.5239 ___ Generator Loss: 1.8562 Epoch 2/2 ___ Discriminator Loss: 0.7956 ___ Generator Loss: 1.3385 Epoch 2/2 ___ Discriminator Loss: 0.6579 ___ Generator Loss: 1.5631 Epoch 2/2 ___ Discriminator Loss: 0.7912 ___ Generator Loss: 1.2171 Epoch 2/2 ___ Discriminator Loss: 0.6794 ___ Generator Loss: 1.5951 Epoch 2/2 ___ Discriminator Loss: 1.0471 ___ Generator Loss: 0.8504 Epoch 2/2 ___ Discriminator Loss: 1.3078 ___ Generator Loss: 0.6006 Epoch 2/2 ___ Discriminator Loss: 0.8797 ___ Generator Loss: 0.9645 Epoch 2/2 ___ Discriminator Loss: 0.6531 ___ Generator Loss: 1.6653 Epoch 2/2 ___ Discriminator Loss: 0.5874 ___ Generator Loss: 1.7091
Epoch 2/2 ___ Discriminator Loss: 0.5955 ___ Generator Loss: 1.6045 Epoch 2/2 ___ Discriminator Loss: 0.6186 ___ Generator Loss: 1.6163 Epoch 2/2 ___ Discriminator Loss: 0.6740 ___ Generator Loss: 1.9203 Epoch 2/2 ___ Discriminator Loss: 0.5727 ___ Generator Loss: 1.7061 Epoch 2/2 ___ Discriminator Loss: 0.5291 ___ Generator Loss: 1.9011 Epoch 2/2 ___ Discriminator Loss: 0.9338 ___ Generator Loss: 1.0951 Epoch 2/2 ___ Discriminator Loss: 0.6872 ___ Generator Loss: 1.5215 Epoch 2/2 ___ Discriminator Loss: 0.7243 ___ Generator Loss: 1.3861 Epoch 2/2 ___ Discriminator Loss: 2.4151 ___ Generator Loss: 0.1957 Epoch 2/2 ___ Discriminator Loss: 2.3105 ___ Generator Loss: 0.2190
Epoch 2/2 ___ Discriminator Loss: 1.2074 ___ Generator Loss: 0.7052 Epoch 2/2 ___ Discriminator Loss: 1.1363 ___ Generator Loss: 0.7470 Epoch 2/2 ___ Discriminator Loss: 0.5402 ___ Generator Loss: 2.0161 Epoch 2/2 ___ Discriminator Loss: 0.5769 ___ Generator Loss: 1.7964 Epoch 2/2 ___ Discriminator Loss: 0.7420 ___ Generator Loss: 1.8725 Epoch 2/2 ___ Discriminator Loss: 0.6843 ___ Generator Loss: 1.3636 Epoch 2/2 ___ Discriminator Loss: 0.6765 ___ Generator Loss: 1.5938 Epoch 2/2 ___ Discriminator Loss: 0.5330 ___ Generator Loss: 2.4174 Epoch 2/2 ___ Discriminator Loss: 1.1184 ___ Generator Loss: 0.7577 Epoch 2/2 ___ Discriminator Loss: 0.9220 ___ Generator Loss: 1.0064
Epoch 2/2 ___ Discriminator Loss: 1.7754 ___ Generator Loss: 0.3979 Epoch 2/2 ___ Discriminator Loss: 0.7220 ___ Generator Loss: 1.3503 Epoch 2/2 ___ Discriminator Loss: 0.7918 ___ Generator Loss: 1.1999 Epoch 2/2 ___ Discriminator Loss: 1.0026 ___ Generator Loss: 0.9132 Epoch 2/2 ___ Discriminator Loss: 0.6993 ___ Generator Loss: 1.5665 Epoch 2/2 ___ Discriminator Loss: 1.0308 ___ Generator Loss: 0.8725 Epoch 2/2 ___ Discriminator Loss: 0.5444 ___ Generator Loss: 1.9801 Epoch 2/2 ___ Discriminator Loss: 0.7135 ___ Generator Loss: 1.2476 Epoch 2/2 ___ Discriminator Loss: 0.5966 ___ Generator Loss: 2.4145 Epoch 2/2 ___ Discriminator Loss: 0.6323 ___ Generator Loss: 1.7758
Epoch 2/2 ___ Discriminator Loss: 0.6928 ___ Generator Loss: 1.3633 Epoch 2/2 ___ Discriminator Loss: 0.7934 ___ Generator Loss: 1.2228 Epoch 2/2 ___ Discriminator Loss: 0.6463 ___ Generator Loss: 1.5778 Epoch 2/2 ___ Discriminator Loss: 0.8659 ___ Generator Loss: 1.1303 Epoch 2/2 ___ Discriminator Loss: 0.5661 ___ Generator Loss: 1.7554 Epoch 2/2 ___ Discriminator Loss: 0.6781 ___ Generator Loss: 1.3864 Epoch 2/2 ___ Discriminator Loss: 0.4417 ___ Generator Loss: 2.4050 Epoch 2/2 ___ Discriminator Loss: 1.2120 ___ Generator Loss: 0.6667 Epoch 2/2 ___ Discriminator Loss: 0.7285 ___ Generator Loss: 1.7055 Epoch 2/2 ___ Discriminator Loss: 1.3737 ___ Generator Loss: 0.5505
Epoch 2/2 ___ Discriminator Loss: 1.0550 ___ Generator Loss: 0.8743 Epoch 2/2 ___ Discriminator Loss: 0.7317 ___ Generator Loss: 1.4808 Epoch 2/2 ___ Discriminator Loss: 0.7905 ___ Generator Loss: 1.2588 Epoch 2/2 ___ Discriminator Loss: 1.0212 ___ Generator Loss: 0.8410 Epoch 2/2 ___ Discriminator Loss: 1.2136 ___ Generator Loss: 0.7410 Epoch 2/2 ___ Discriminator Loss: 0.8476 ___ Generator Loss: 1.0119 Epoch 2/2 ___ Discriminator Loss: 0.8762 ___ Generator Loss: 2.3906 Epoch 2/2 ___ Discriminator Loss: 0.7311 ___ Generator Loss: 1.2916 Epoch 2/2 ___ Discriminator Loss: 0.6429 ___ Generator Loss: 1.6398 Epoch 2/2 ___ Discriminator Loss: 0.6326 ___ Generator Loss: 2.0216
Epoch 2/2 ___ Discriminator Loss: 0.9402 ___ Generator Loss: 0.9809 Epoch 2/2 ___ Discriminator Loss: 0.5654 ___ Generator Loss: 1.9182 Epoch 2/2 ___ Discriminator Loss: 0.7666 ___ Generator Loss: 1.2143 Epoch 2/2 ___ Discriminator Loss: 0.6469 ___ Generator Loss: 1.4593 Epoch 2/2 ___ Discriminator Loss: 0.5432 ___ Generator Loss: 1.9909 Epoch 2/2 ___ Discriminator Loss: 0.8107 ___ Generator Loss: 1.1703 Epoch 2/2 ___ Discriminator Loss: 0.7168 ___ Generator Loss: 1.4958 Epoch 2/2 ___ Discriminator Loss: 0.6893 ___ Generator Loss: 1.3666 Epoch 2/2 ___ Discriminator Loss: 0.6014 ___ Generator Loss: 1.7805 Epoch 2/2 ___ Discriminator Loss: 0.8237 ___ Generator Loss: 1.1669
Epoch 2/2 ___ Discriminator Loss: 0.6932 ___ Generator Loss: 4.3708 Epoch 2/2 ___ Discriminator Loss: 0.6291 ___ Generator Loss: 1.6558 Epoch 2/2 ___ Discriminator Loss: 0.9091 ___ Generator Loss: 1.0318 Epoch 2/2 ___ Discriminator Loss: 0.4810 ___ Generator Loss: 2.7710 Epoch 2/2 ___ Discriminator Loss: 0.9757 ___ Generator Loss: 1.0926 Epoch 2/2 ___ Discriminator Loss: 0.7027 ___ Generator Loss: 1.4893 Epoch 2/2 ___ Discriminator Loss: 0.5669 ___ Generator Loss: 1.7719 Epoch 2/2 ___ Discriminator Loss: 0.6843 ___ Generator Loss: 1.6959 Epoch 2/2 ___ Discriminator Loss: 0.9357 ___ Generator Loss: 1.0153 Epoch 2/2 ___ Discriminator Loss: 1.2816 ___ Generator Loss: 0.6440
Epoch 2/2 ___ Discriminator Loss: 0.5127 ___ Generator Loss: 2.0905 Epoch 2/2 ___ Discriminator Loss: 0.4771 ___ Generator Loss: 2.2149 Epoch 2/2 ___ Discriminator Loss: 0.6068 ___ Generator Loss: 1.6122 Epoch 2/2 ___ Discriminator Loss: 0.4269 ___ Generator Loss: 2.7481 Epoch 2/2 ___ Discriminator Loss: 0.7471 ___ Generator Loss: 1.2645 Epoch 2/2 ___ Discriminator Loss: 0.4997 ___ Generator Loss: 2.3975 Epoch 2/2 ___ Discriminator Loss: 0.7050 ___ Generator Loss: 1.5119 Epoch 2/2 ___ Discriminator Loss: 0.5961 ___ Generator Loss: 2.1865 Epoch 2/2 ___ Discriminator Loss: 0.8143 ___ Generator Loss: 1.1628 Epoch 2/2 ___ Discriminator Loss: 1.2467 ___ Generator Loss: 0.7421
Epoch 2/2 ___ Discriminator Loss: 0.7746 ___ Generator Loss: 1.1340 Epoch 2/2 ___ Discriminator Loss: 1.1320 ___ Generator Loss: 0.6730 Epoch 2/2 ___ Discriminator Loss: 0.5651 ___ Generator Loss: 2.2105 Epoch 2/2 ___ Discriminator Loss: 1.2539 ___ Generator Loss: 0.6975 Epoch 2/2 ___ Discriminator Loss: 0.6222 ___ Generator Loss: 1.7508 Epoch 2/2 ___ Discriminator Loss: 0.6198 ___ Generator Loss: 2.2593 Epoch 2/2 ___ Discriminator Loss: 0.5885 ___ Generator Loss: 1.7491 Epoch 2/2 ___ Discriminator Loss: 0.5880 ___ Generator Loss: 1.8801 Epoch 2/2 ___ Discriminator Loss: 0.6533 ___ Generator Loss: 1.5260 Epoch 2/2 ___ Discriminator Loss: 0.5447 ___ Generator Loss: 2.0212
Epoch 2/2 ___ Discriminator Loss: 0.7381 ___ Generator Loss: 1.3998 Epoch 2/2 ___ Discriminator Loss: 0.8271 ___ Generator Loss: 1.2481 Epoch 2/2 ___ Discriminator Loss: 0.5370 ___ Generator Loss: 2.0144 Epoch 2/2 ___ Discriminator Loss: 0.9676 ___ Generator Loss: 1.1772 Epoch 2/2 ___ Discriminator Loss: 0.7580 ___ Generator Loss: 1.3227 Epoch 2/2 ___ Discriminator Loss: 0.8738 ___ Generator Loss: 1.0121 Epoch 2/2 ___ Discriminator Loss: 0.5843 ___ Generator Loss: 1.7422 Epoch 2/2 ___ Discriminator Loss: 1.7580 ___ Generator Loss: 0.4288 Epoch 2/2 ___ Discriminator Loss: 1.4272 ___ Generator Loss: 4.2461 Epoch 2/2 ___ Discriminator Loss: 1.3736 ___ Generator Loss: 0.5878
Epoch 2/2 ___ Discriminator Loss: 0.6671 ___ Generator Loss: 1.6692 Epoch 2/2 ___ Discriminator Loss: 0.7417 ___ Generator Loss: 1.2237 Epoch 2/2 ___ Discriminator Loss: 1.4738 ___ Generator Loss: 0.7882 Epoch 2/2 ___ Discriminator Loss: 0.9850 ___ Generator Loss: 0.9664 Epoch 2/2 ___ Discriminator Loss: 0.7759 ___ Generator Loss: 1.2002 Epoch 2/2 ___ Discriminator Loss: 0.5353 ___ Generator Loss: 2.1776 Epoch 2/2 ___ Discriminator Loss: 0.6838 ___ Generator Loss: 1.3450 Epoch 2/2 ___ Discriminator Loss: 0.6798 ___ Generator Loss: 1.5056 Epoch 2/2 ___ Discriminator Loss: 0.4139 ___ Generator Loss: 2.8811 Epoch 2/2 ___ Discriminator Loss: 0.6241 ___ Generator Loss: 1.5938
Epoch 2/2 ___ Discriminator Loss: 0.7214 ___ Generator Loss: 1.4114 Epoch 2/2 ___ Discriminator Loss: 0.7528 ___ Generator Loss: 1.2644 Epoch 2/2 ___ Discriminator Loss: 0.5687 ___ Generator Loss: 1.7766 Epoch 2/2 ___ Discriminator Loss: 0.8828 ___ Generator Loss: 1.1005 Epoch 2/2 ___ Discriminator Loss: 1.9892 ___ Generator Loss: 0.2679 Epoch 2/2 ___ Discriminator Loss: 0.7223 ___ Generator Loss: 1.3482 Epoch 2/2 ___ Discriminator Loss: 0.5596 ___ Generator Loss: 1.9174 Epoch 2/2 ___ Discriminator Loss: 1.1807 ___ Generator Loss: 0.7414 Epoch 2/2 ___ Discriminator Loss: 0.8083 ___ Generator Loss: 1.0872 Epoch 2/2 ___ Discriminator Loss: 0.4366 ___ Generator Loss: 2.5074
Epoch 2/2 ___ Discriminator Loss: 0.5622 ___ Generator Loss: 1.7469 Epoch 2/2 ___ Discriminator Loss: 0.9867 ___ Generator Loss: 0.8883 Epoch 2/2 ___ Discriminator Loss: 0.8930 ___ Generator Loss: 2.8047 Epoch 2/2 ___ Discriminator Loss: 1.4458 ___ Generator Loss: 0.4680 Epoch 2/2 ___ Discriminator Loss: 1.2595 ___ Generator Loss: 0.7825 Epoch 2/2 ___ Discriminator Loss: 0.6007 ___ Generator Loss: 1.6652 Epoch 2/2 ___ Discriminator Loss: 0.7148 ___ Generator Loss: 1.2897 Epoch 2/2 ___ Discriminator Loss: 0.5708 ___ Generator Loss: 2.2901 Epoch 2/2 ___ Discriminator Loss: 0.6676 ___ Generator Loss: 1.4504 Epoch 2/2 ___ Discriminator Loss: 1.9546 ___ Generator Loss: 0.2931
Epoch 2/2 ___ Discriminator Loss: 0.8702 ___ Generator Loss: 1.2664 Epoch 2/2 ___ Discriminator Loss: 0.6493 ___ Generator Loss: 1.3793 Epoch 2/2 ___ Discriminator Loss: 0.5042 ___ Generator Loss: 2.1965 Epoch 2/2 ___ Discriminator Loss: 0.5946 ___ Generator Loss: 1.8421 Epoch 2/2 ___ Discriminator Loss: 0.5889 ___ Generator Loss: 1.8169 Epoch 2/2 ___ Discriminator Loss: 0.5860 ___ Generator Loss: 1.9539 Epoch 2/2 ___ Discriminator Loss: 1.5181 ___ Generator Loss: 0.5426 Epoch 2/2 ___ Discriminator Loss: 0.6747 ___ Generator Loss: 1.4702 Epoch 2/2 ___ Discriminator Loss: 0.4786 ___ Generator Loss: 2.5691 Epoch 2/2 ___ Discriminator Loss: 0.7286 ___ Generator Loss: 1.5254
Epoch 2/2 ___ Discriminator Loss: 0.6558 ___ Generator Loss: 1.3874 Epoch 2/2 ___ Discriminator Loss: 0.5523 ___ Generator Loss: 2.0817 Epoch 2/2 ___ Discriminator Loss: 0.5548 ___ Generator Loss: 1.9241 Epoch 2/2 ___ Discriminator Loss: 0.6712 ___ Generator Loss: 1.3762 Epoch 2/2 ___ Discriminator Loss: 0.6943 ___ Generator Loss: 1.6045 Epoch 2/2 ___ Discriminator Loss: 2.0523 ___ Generator Loss: 0.2613 Epoch 2/2 ___ Discriminator Loss: 0.5535 ___ Generator Loss: 2.2944 Epoch 2/2 ___ Discriminator Loss: 0.7325 ___ Generator Loss: 1.2061 Epoch 2/2 ___ Discriminator Loss: 0.7076 ___ Generator Loss: 1.3114 Epoch 2/2 ___ Discriminator Loss: 1.3714 ___ Generator Loss: 0.6628
Epoch 2/2 ___ Discriminator Loss: 0.6828 ___ Generator Loss: 1.4423 Epoch 2/2 ___ Discriminator Loss: 1.0154 ___ Generator Loss: 4.0638 Epoch 2/2 ___ Discriminator Loss: 0.7046 ___ Generator Loss: 1.3275 Epoch 2/2 ___ Discriminator Loss: 0.9943 ___ Generator Loss: 0.8858 Epoch 2/2 ___ Discriminator Loss: 0.6197 ___ Generator Loss: 1.7212 Epoch 2/2 ___ Discriminator Loss: 0.8002 ___ Generator Loss: 1.3401 Epoch 2/2 ___ Discriminator Loss: 0.6315 ___ Generator Loss: 1.6352 Epoch 2/2 ___ Discriminator Loss: 0.6168 ___ Generator Loss: 1.9200 Epoch 2/2 ___ Discriminator Loss: 0.5460 ___ Generator Loss: 2.0899 Epoch 2/2 ___ Discriminator Loss: 1.1599 ___ Generator Loss: 0.7592
Epoch 2/2 ___ Discriminator Loss: 1.1221 ___ Generator Loss: 0.8279 Epoch 2/2 ___ Discriminator Loss: 1.7370 ___ Generator Loss: 0.4272 Epoch 2/2 ___ Discriminator Loss: 0.9849 ___ Generator Loss: 0.9935 Epoch 2/2 ___ Discriminator Loss: 0.4936 ___ Generator Loss: 2.3114 Epoch 2/2 ___ Discriminator Loss: 0.9284 ___ Generator Loss: 0.9670 Epoch 2/2 ___ Discriminator Loss: 0.5196 ___ Generator Loss: 2.2074 Epoch 2/2 ___ Discriminator Loss: 0.5930 ___ Generator Loss: 1.6533 Epoch 2/2 ___ Discriminator Loss: 0.5065 ___ Generator Loss: 2.1810 Epoch 2/2 ___ Discriminator Loss: 0.7964 ___ Generator Loss: 1.1642 Epoch 2/2 ___ Discriminator Loss: 0.6541 ___ Generator Loss: 1.4440
Epoch 2/2 ___ Discriminator Loss: 0.7381 ___ Generator Loss: 1.2410 Epoch 2/2 ___ Discriminator Loss: 0.6938 ___ Generator Loss: 1.5069 Epoch 2/2 ___ Discriminator Loss: 0.6045 ___ Generator Loss: 1.6473 Epoch 2/2 ___ Discriminator Loss: 0.8016 ___ Generator Loss: 1.2651 Epoch 2/2 ___ Discriminator Loss: 0.7368 ___ Generator Loss: 1.3294 Epoch 2/2 ___ Discriminator Loss: 0.5429 ___ Generator Loss: 2.0385 Epoch 2/2 ___ Discriminator Loss: 1.0058 ___ Generator Loss: 0.9239 Epoch 2/2 ___ Discriminator Loss: 0.6613 ___ Generator Loss: 1.4858 Epoch 2/2 ___ Discriminator Loss: 0.6292 ___ Generator Loss: 1.6426 Epoch 2/2 ___ Discriminator Loss: 1.2209 ___ Generator Loss: 0.6465
Epoch 2/2 ___ Discriminator Loss: 0.6347 ___ Generator Loss: 1.5604 Epoch 2/2 ___ Discriminator Loss: 0.7292 ___ Generator Loss: 1.2941 Epoch 2/2 ___ Discriminator Loss: 0.7066 ___ Generator Loss: 1.3525 Epoch 2/2 ___ Discriminator Loss: 0.5056 ___ Generator Loss: 2.3681 Epoch 2/2 ___ Discriminator Loss: 1.6549 ___ Generator Loss: 3.8342 Epoch 2/2 ___ Discriminator Loss: 1.4388 ___ Generator Loss: 0.7402 Epoch 2/2 ___ Discriminator Loss: 1.8521 ___ Generator Loss: 4.1555 Epoch 2/2 ___ Discriminator Loss: 1.3382 ___ Generator Loss: 0.5699 Epoch 2/2 ___ Discriminator Loss: 0.9028 ___ Generator Loss: 2.0882 Epoch 2/2 ___ Discriminator Loss: 0.5709 ___ Generator Loss: 2.2389
Epoch 2/2 ___ Discriminator Loss: 1.2662 ___ Generator Loss: 0.5974 Epoch 2/2 ___ Discriminator Loss: 0.7360 ___ Generator Loss: 1.3597 Epoch 2/2 ___ Discriminator Loss: 0.6965 ___ Generator Loss: 1.6546 Epoch 2/2 ___ Discriminator Loss: 0.5181 ___ Generator Loss: 2.5329 Epoch 2/2 ___ Discriminator Loss: 0.5953 ___ Generator Loss: 1.9450 Epoch 2/2 ___ Discriminator Loss: 0.8841 ___ Generator Loss: 1.1138 Epoch 2/2 ___ Discriminator Loss: 0.6583 ___ Generator Loss: 1.6554 Epoch 2/2 ___ Discriminator Loss: 0.9510 ___ Generator Loss: 0.9635 Epoch 2/2 ___ Discriminator Loss: 0.5853 ___ Generator Loss: 1.8369 Epoch 2/2 ___ Discriminator Loss: 1.0288 ___ Generator Loss: 0.9413
Epoch 2/2 ___ Discriminator Loss: 0.4816 ___ Generator Loss: 2.2337 Epoch 2/2 ___ Discriminator Loss: 0.8319 ___ Generator Loss: 0.9909 Epoch 2/2 ___ Discriminator Loss: 0.5498 ___ Generator Loss: 1.9477 Epoch 2/2 ___ Discriminator Loss: 0.4258 ___ Generator Loss: 2.5835 Epoch 2/2 ___ Discriminator Loss: 0.9955 ___ Generator Loss: 0.9524 Epoch 2/2 ___ Discriminator Loss: 0.6862 ___ Generator Loss: 1.8078 Epoch 2/2 ___ Discriminator Loss: 0.7526 ___ Generator Loss: 1.3062 Epoch 2/2 ___ Discriminator Loss: 0.7009 ___ Generator Loss: 1.3149 Epoch 2/2 ___ Discriminator Loss: 0.6584 ___ Generator Loss: 1.5571 Epoch 2/2 ___ Discriminator Loss: 0.6862 ___ Generator Loss: 1.4835
Epoch 2/2 ___ Discriminator Loss: 0.7143 ___ Generator Loss: 1.5341 Epoch 2/2 ___ Discriminator Loss: 0.4456 ___ Generator Loss: 2.4384 Epoch 2/2 ___ Discriminator Loss: 1.3988 ___ Generator Loss: 0.6305 Epoch 2/2 ___ Discriminator Loss: 1.4814 ___ Generator Loss: 0.4406 Epoch 2/2 ___ Discriminator Loss: 0.5255 ___ Generator Loss: 2.3222 Epoch 2/2 ___ Discriminator Loss: 1.3920 ___ Generator Loss: 0.5796 Epoch 2/2 ___ Discriminator Loss: 0.4709 ___ Generator Loss: 2.4007 Epoch 2/2 ___ Discriminator Loss: 0.5167 ___ Generator Loss: 2.1941 Epoch 2/2 ___ Discriminator Loss: 0.5683 ___ Generator Loss: 1.7908 Epoch 2/2 ___ Discriminator Loss: 1.0366 ___ Generator Loss: 0.8499
Epoch 2/2 ___ Discriminator Loss: 0.9948 ___ Generator Loss: 0.8179 Epoch 2/2 ___ Discriminator Loss: 1.0171 ___ Generator Loss: 0.9843 Epoch 2/2 ___ Discriminator Loss: 0.9486 ___ Generator Loss: 1.0544 Epoch 2/2 ___ Discriminator Loss: 1.3608 ___ Generator Loss: 0.5266 Epoch 2/2 ___ Discriminator Loss: 2.0876 ___ Generator Loss: 0.2640 Epoch 2/2 ___ Discriminator Loss: 0.8332 ___ Generator Loss: 1.9840 Epoch 2/2 ___ Discriminator Loss: 0.7480 ___ Generator Loss: 1.2426 Epoch 2/2 ___ Discriminator Loss: 0.9544 ___ Generator Loss: 1.0022 Epoch 2/2 ___ Discriminator Loss: 0.8813 ___ Generator Loss: 1.0192 Epoch 2/2 ___ Discriminator Loss: 0.5924 ___ Generator Loss: 1.7115
Epoch 2/2 ___ Discriminator Loss: 0.7242 ___ Generator Loss: 1.3892 Epoch 2/2 ___ Discriminator Loss: 0.8208 ___ Generator Loss: 1.1254 Epoch 2/2 ___ Discriminator Loss: 0.6372 ___ Generator Loss: 1.4893 Epoch 2/2 ___ Discriminator Loss: 0.6100 ___ Generator Loss: 1.6839 Epoch 2/2 ___ Discriminator Loss: 0.5674 ___ Generator Loss: 1.8923 Epoch 2/2 ___ Discriminator Loss: 1.1352 ___ Generator Loss: 0.7266 Epoch 2/2 ___ Discriminator Loss: 0.5369 ___ Generator Loss: 1.9390 Epoch 2/2 ___ Discriminator Loss: 0.7505 ___ Generator Loss: 1.2231 Epoch 2/2 ___ Discriminator Loss: 0.6420 ___ Generator Loss: 1.4696 Epoch 2/2 ___ Discriminator Loss: 0.7121 ___ Generator Loss: 1.3874
Epoch 2/2 ___ Discriminator Loss: 0.4612 ___ Generator Loss: 2.4251 Epoch 2/2 ___ Discriminator Loss: 0.5003 ___ Generator Loss: 2.2839 Epoch 2/2 ___ Discriminator Loss: 0.4792 ___ Generator Loss: 2.7927 Epoch 2/2 ___ Discriminator Loss: 0.8115 ___ Generator Loss: 1.3988 Epoch 2/2 ___ Discriminator Loss: 0.5352 ___ Generator Loss: 1.8910 Epoch 2/2 ___ Discriminator Loss: 0.5064 ___ Generator Loss: 2.1543 Epoch 2/2 ___ Discriminator Loss: 0.5958 ___ Generator Loss: 1.9115 Epoch 2/2 ___ Discriminator Loss: 0.5552 ___ Generator Loss: 1.9788 Epoch 2/2 ___ Discriminator Loss: 0.9558 ___ Generator Loss: 0.9002 Epoch 2/2 ___ Discriminator Loss: 0.6039 ___ Generator Loss: 1.6496
Epoch 2/2 ___ Discriminator Loss: 0.7293 ___ Generator Loss: 1.5693 Epoch 2/2 ___ Discriminator Loss: 0.7042 ___ Generator Loss: 1.4854 Epoch 2/2 ___ Discriminator Loss: 1.0438 ___ Generator Loss: 0.8737 Epoch 2/2 ___ Discriminator Loss: 1.6978 ___ Generator Loss: 3.4810 Epoch 2/2 ___ Discriminator Loss: 0.8007 ___ Generator Loss: 2.0776 Epoch 2/2 ___ Discriminator Loss: 1.3481 ___ Generator Loss: 0.5084 Epoch 2/2 ___ Discriminator Loss: 0.9873 ___ Generator Loss: 0.9289 Epoch 2/2 ___ Discriminator Loss: 0.6616 ___ Generator Loss: 1.5080 Epoch 2/2 ___ Discriminator Loss: 0.5259 ___ Generator Loss: 2.7313 Epoch 2/2 ___ Discriminator Loss: 1.8601 ___ Generator Loss: 0.3379
Epoch 2/2 ___ Discriminator Loss: 0.9064 ___ Generator Loss: 0.9887 Epoch 2/2 ___ Discriminator Loss: 0.6401 ___ Generator Loss: 1.5091 Epoch 2/2 ___ Discriminator Loss: 0.7357 ___ Generator Loss: 1.2908 Epoch 2/2 ___ Discriminator Loss: 1.1503 ___ Generator Loss: 0.8366 Epoch 2/2 ___ Discriminator Loss: 0.8842 ___ Generator Loss: 1.1973 Epoch 2/2 ___ Discriminator Loss: 0.6425 ___ Generator Loss: 1.6175 Epoch 2/2 ___ Discriminator Loss: 0.6076 ___ Generator Loss: 1.6742 Epoch 2/2 ___ Discriminator Loss: 0.5532 ___ Generator Loss: 2.2647 Epoch 2/2 ___ Discriminator Loss: 0.8852 ___ Generator Loss: 0.9907 Epoch 2/2 ___ Discriminator Loss: 1.4347 ___ Generator Loss: 0.5040
Epoch 2/2 ___ Discriminator Loss: 1.0915 ___ Generator Loss: 0.7940 Epoch 2/2 ___ Discriminator Loss: 0.6555 ___ Generator Loss: 1.5462 Epoch 2/2 ___ Discriminator Loss: 1.1781 ___ Generator Loss: 0.7285 Epoch 2/2 ___ Discriminator Loss: 0.7755 ___ Generator Loss: 1.1919 Epoch 2/2 ___ Discriminator Loss: 0.6572 ___ Generator Loss: 1.5536 Epoch 2/2 ___ Discriminator Loss: 0.4749 ___ Generator Loss: 2.6602 Epoch 2/2 ___ Discriminator Loss: 0.4947 ___ Generator Loss: 2.1251 Epoch 2/2 ___ Discriminator Loss: 0.8367 ___ Generator Loss: 1.1069 Epoch 2/2 ___ Discriminator Loss: 0.7331 ___ Generator Loss: 1.3112 Epoch 2/2 ___ Discriminator Loss: 0.8957 ___ Generator Loss: 0.9994
Epoch 2/2 ___ Discriminator Loss: 0.7847 ___ Generator Loss: 1.2465 Epoch 2/2 ___ Discriminator Loss: 0.6608 ___ Generator Loss: 1.5364 Epoch 2/2 ___ Discriminator Loss: 0.8578 ___ Generator Loss: 1.0912 Epoch 2/2 ___ Discriminator Loss: 0.7586 ___ Generator Loss: 1.2581 Epoch 2/2 ___ Discriminator Loss: 0.8665 ___ Generator Loss: 1.0275 Epoch 2/2 ___ Discriminator Loss: 1.6250 ___ Generator Loss: 0.6265 Epoch 2/2 ___ Discriminator Loss: 0.5200 ___ Generator Loss: 2.2881 Epoch 2/2 ___ Discriminator Loss: 0.5881 ___ Generator Loss: 1.7653 Epoch 2/2 ___ Discriminator Loss: 0.8942 ___ Generator Loss: 1.0799 Epoch 2/2 ___ Discriminator Loss: 0.6756 ___ Generator Loss: 1.4358
Epoch 2/2 ___ Discriminator Loss: 0.8969 ___ Generator Loss: 1.1634 Epoch 2/2 ___ Discriminator Loss: 0.7729 ___ Generator Loss: 1.3152 Epoch 2/2 ___ Discriminator Loss: 1.8131 ___ Generator Loss: 0.4515 Epoch 2/2 ___ Discriminator Loss: 1.8371 ___ Generator Loss: 0.3656 Epoch 2/2 ___ Discriminator Loss: 0.6533 ___ Generator Loss: 1.6254 Epoch 2/2 ___ Discriminator Loss: 1.5281 ___ Generator Loss: 0.4866 Epoch 2/2 ___ Discriminator Loss: 0.7310 ___ Generator Loss: 1.3784 Epoch 2/2 ___ Discriminator Loss: 0.6942 ___ Generator Loss: 1.3125 Epoch 2/2 ___ Discriminator Loss: 0.7664 ___ Generator Loss: 1.2654 Epoch 2/2 ___ Discriminator Loss: 0.6807 ___ Generator Loss: 1.3574
Epoch 2/2 ___ Discriminator Loss: 0.8605 ___ Generator Loss: 1.0387 Epoch 2/2 ___ Discriminator Loss: 0.5150 ___ Generator Loss: 2.0192 Epoch 2/2 ___ Discriminator Loss: 0.6671 ___ Generator Loss: 1.7449 Epoch 2/2 ___ Discriminator Loss: 0.6062 ___ Generator Loss: 1.6907 Epoch 2/2 ___ Discriminator Loss: 0.5876 ___ Generator Loss: 1.7870 Epoch 2/2 ___ Discriminator Loss: 0.4201 ___ Generator Loss: 2.9929 Epoch 2/2 ___ Discriminator Loss: 0.6000 ___ Generator Loss: 1.6731 Epoch 2/2 ___ Discriminator Loss: 0.4655 ___ Generator Loss: 3.0775 Epoch 2/2 ___ Discriminator Loss: 0.5098 ___ Generator Loss: 2.0454 Epoch 2/2 ___ Discriminator Loss: 0.7219 ___ Generator Loss: 1.4485
Epoch 2/2 ___ Discriminator Loss: 0.5171 ___ Generator Loss: 2.0343 Epoch 2/2 ___ Discriminator Loss: 0.5702 ___ Generator Loss: 1.7855 Epoch 2/2 ___ Discriminator Loss: 0.8196 ___ Generator Loss: 1.2459 Epoch 2/2 ___ Discriminator Loss: 0.7120 ___ Generator Loss: 1.5112 Epoch 2/2 ___ Discriminator Loss: 1.3982 ___ Generator Loss: 0.6091 Epoch 2/2 ___ Discriminator Loss: 0.9199 ___ Generator Loss: 1.0436 Epoch 2/2 ___ Discriminator Loss: 0.5784 ___ Generator Loss: 2.0058 Epoch 2/2 ___ Discriminator Loss: 0.9943 ___ Generator Loss: 0.8986 Epoch 2/2 ___ Discriminator Loss: 0.9421 ___ Generator Loss: 0.9372 Epoch 2/2 ___ Discriminator Loss: 0.5383 ___ Generator Loss: 2.4080
Epoch 2/2 ___ Discriminator Loss: 0.6528 ___ Generator Loss: 1.5009 Epoch 2/2 ___ Discriminator Loss: 0.4233 ___ Generator Loss: 2.8022 Epoch 2/2 ___ Discriminator Loss: 0.6722 ___ Generator Loss: 1.5639 Epoch 2/2 ___ Discriminator Loss: 0.5691 ___ Generator Loss: 2.0270 Epoch 2/2 ___ Discriminator Loss: 0.6439 ___ Generator Loss: 1.5695 Epoch 2/2 ___ Discriminator Loss: 0.6043 ___ Generator Loss: 1.8003 Epoch 2/2 ___ Discriminator Loss: 0.6702 ___ Generator Loss: 1.5057 Epoch 2/2 ___ Discriminator Loss: 1.0461 ___ Generator Loss: 3.8461 Epoch 2/2 ___ Discriminator Loss: 1.3934 ___ Generator Loss: 0.5966 Epoch 2/2 ___ Discriminator Loss: 1.1002 ___ Generator Loss: 0.8953
Epoch 2/2 ___ Discriminator Loss: 0.8295 ___ Generator Loss: 1.0997 Epoch 2/2 ___ Discriminator Loss: 0.8024 ___ Generator Loss: 1.1691 Epoch 2/2 ___ Discriminator Loss: 0.5216 ___ Generator Loss: 2.0222 Epoch 2/2 ___ Discriminator Loss: 0.6909 ___ Generator Loss: 2.8186 Epoch 2/2 ___ Discriminator Loss: 0.4990 ___ Generator Loss: 2.2529 Epoch 2/2 ___ Discriminator Loss: 0.4736 ___ Generator Loss: 2.3314 Epoch 2/2 ___ Discriminator Loss: 0.9948 ___ Generator Loss: 3.6707 Epoch 2/2 ___ Discriminator Loss: 1.2230 ___ Generator Loss: 0.8426 Epoch 2/2 ___ Discriminator Loss: 0.9320 ___ Generator Loss: 2.4748 Epoch 2/2 ___ Discriminator Loss: 0.7488 ___ Generator Loss: 2.0870
Epoch 2/2 ___ Discriminator Loss: 1.9527 ___ Generator Loss: 0.4598 Epoch 2/2 ___ Discriminator Loss: 0.9423 ___ Generator Loss: 1.2617 Epoch 2/2 ___ Discriminator Loss: 0.7388 ___ Generator Loss: 1.3905 Epoch 2/2 ___ Discriminator Loss: 0.6127 ___ Generator Loss: 1.9241 Epoch 2/2 ___ Discriminator Loss: 0.9177 ___ Generator Loss: 1.0202 Epoch 2/2 ___ Discriminator Loss: 0.8880 ___ Generator Loss: 1.0636 Epoch 2/2 ___ Discriminator Loss: 0.6220 ___ Generator Loss: 1.5246 Epoch 2/2 ___ Discriminator Loss: 0.5285 ___ Generator Loss: 2.2365 Epoch 2/2 ___ Discriminator Loss: 1.0554 ___ Generator Loss: 0.7774 Epoch 2/2 ___ Discriminator Loss: 1.3357 ___ Generator Loss: 0.6882
Epoch 2/2 ___ Discriminator Loss: 1.1371 ___ Generator Loss: 0.7954 Epoch 2/2 ___ Discriminator Loss: 0.5921 ___ Generator Loss: 2.4992 Epoch 2/2 ___ Discriminator Loss: 0.6065 ___ Generator Loss: 2.3837 Epoch 2/2 ___ Discriminator Loss: 0.6064 ___ Generator Loss: 1.8784 Epoch 2/2 ___ Discriminator Loss: 0.6082 ___ Generator Loss: 1.7423 Epoch 2/2 ___ Discriminator Loss: 0.6056 ___ Generator Loss: 2.1296 Epoch 2/2 ___ Discriminator Loss: 2.1252 ___ Generator Loss: 0.3394 Epoch 2/2 ___ Discriminator Loss: 0.6587 ___ Generator Loss: 1.6831 Epoch 2/2 ___ Discriminator Loss: 0.5094 ___ Generator Loss: 2.0128 Epoch 2/2 ___ Discriminator Loss: 0.9494 ___ Generator Loss: 0.9226
Epoch 2/2 ___ Discriminator Loss: 0.7560 ___ Generator Loss: 1.2420 Epoch 2/2 ___ Discriminator Loss: 0.6396 ___ Generator Loss: 3.1807 Epoch 2/2 ___ Discriminator Loss: 1.0265 ___ Generator Loss: 4.0440 Epoch 2/2 ___ Discriminator Loss: 0.9944 ___ Generator Loss: 0.9132 Epoch 2/2 ___ Discriminator Loss: 0.6833 ___ Generator Loss: 1.4109 Epoch 2/2 ___ Discriminator Loss: 0.8275 ___ Generator Loss: 1.0380 Epoch 2/2 ___ Discriminator Loss: 0.6063 ___ Generator Loss: 1.6500 Epoch 2/2 ___ Discriminator Loss: 0.5303 ___ Generator Loss: 2.1572 Epoch 2/2 ___ Discriminator Loss: 1.1975 ___ Generator Loss: 0.8376 Epoch 2/2 ___ Discriminator Loss: 0.5878 ___ Generator Loss: 1.8258
Epoch 2/2 ___ Discriminator Loss: 0.9034 ___ Generator Loss: 1.0156 Epoch 2/2 ___ Discriminator Loss: 0.6324 ___ Generator Loss: 1.6811 Epoch 2/2 ___ Discriminator Loss: 0.5541 ___ Generator Loss: 1.8062 Epoch 2/2 ___ Discriminator Loss: 0.6664 ___ Generator Loss: 1.4079 Epoch 2/2 ___ Discriminator Loss: 0.4878 ___ Generator Loss: 2.2274 Epoch 2/2 ___ Discriminator Loss: 0.5509 ___ Generator Loss: 2.0461 Epoch 2/2 ___ Discriminator Loss: 1.1694 ___ Generator Loss: 0.7431 Epoch 2/2 ___ Discriminator Loss: 0.6817 ___ Generator Loss: 1.3021 Epoch 2/2 ___ Discriminator Loss: 0.7180 ___ Generator Loss: 1.6652 Epoch 2/2 ___ Discriminator Loss: 0.6260 ___ Generator Loss: 1.5178
Epoch 2/2 ___ Discriminator Loss: 0.7277 ___ Generator Loss: 1.2794 Epoch 2/2 ___ Discriminator Loss: 0.8203 ___ Generator Loss: 1.2261 Epoch 2/2 ___ Discriminator Loss: 0.5784 ___ Generator Loss: 2.0319 Epoch 2/2 ___ Discriminator Loss: 0.5573 ___ Generator Loss: 2.0245 Epoch 2/2 ___ Discriminator Loss: 0.8373 ___ Generator Loss: 1.1338 Epoch 2/2 ___ Discriminator Loss: 0.7820 ___ Generator Loss: 1.1972 Epoch 2/2 ___ Discriminator Loss: 1.3651 ___ Generator Loss: 0.5459 Epoch 2/2 ___ Discriminator Loss: 0.7627 ___ Generator Loss: 1.2332 Epoch 2/2 ___ Discriminator Loss: 0.7066 ___ Generator Loss: 1.4631 Epoch 2/2 ___ Discriminator Loss: 0.4902 ___ Generator Loss: 2.2658
Epoch 2/2 ___ Discriminator Loss: 0.8953 ___ Generator Loss: 1.0021 Epoch 2/2 ___ Discriminator Loss: 1.2254 ___ Generator Loss: 0.6395 Epoch 2/2 ___ Discriminator Loss: 0.6173 ___ Generator Loss: 1.8981 Epoch 2/2 ___ Discriminator Loss: 1.1055 ___ Generator Loss: 0.7819 Epoch 2/2 ___ Discriminator Loss: 0.7314 ___ Generator Loss: 1.3347 Epoch 2/2 ___ Discriminator Loss: 0.5639 ___ Generator Loss: 1.7764 Epoch 2/2 ___ Discriminator Loss: 1.0521 ___ Generator Loss: 0.8678 Epoch 2/2 ___ Discriminator Loss: 0.5617 ___ Generator Loss: 2.1194 Epoch 2/2 ___ Discriminator Loss: 0.6887 ___ Generator Loss: 1.5013 Epoch 2/2 ___ Discriminator Loss: 0.6611 ___ Generator Loss: 1.5506
Epoch 2/2 ___ Discriminator Loss: 0.7392 ___ Generator Loss: 1.3182 Epoch 2/2 ___ Discriminator Loss: 1.1025 ___ Generator Loss: 0.8512 Epoch 2/2 ___ Discriminator Loss: 0.6409 ___ Generator Loss: 1.5261 Epoch 2/2 ___ Discriminator Loss: 0.6522 ___ Generator Loss: 1.9334 Epoch 2/2 ___ Discriminator Loss: 1.5407 ___ Generator Loss: 0.5349 Epoch 2/2 ___ Discriminator Loss: 1.0206 ___ Generator Loss: 1.3605 Epoch 2/2 ___ Discriminator Loss: 0.9847 ___ Generator Loss: 0.8864 Epoch 2/2 ___ Discriminator Loss: 0.5777 ___ Generator Loss: 2.5959 Epoch 2/2 ___ Discriminator Loss: 0.7005 ___ Generator Loss: 1.3734 Epoch 2/2 ___ Discriminator Loss: 0.5531 ___ Generator Loss: 2.0133
Epoch 2/2 ___ Discriminator Loss: 0.8952 ___ Generator Loss: 1.1395 Epoch 2/2 ___ Discriminator Loss: 1.1132 ___ Generator Loss: 0.7243 Epoch 2/2 ___ Discriminator Loss: 0.4950 ___ Generator Loss: 2.1833 Epoch 2/2 ___ Discriminator Loss: 0.5782 ___ Generator Loss: 1.9298 Epoch 2/2 ___ Discriminator Loss: 0.8071 ___ Generator Loss: 1.0838 Epoch 2/2 ___ Discriminator Loss: 0.6250 ___ Generator Loss: 1.6274 Epoch 2/2 ___ Discriminator Loss: 0.5849 ___ Generator Loss: 1.7196 Epoch 2/2 ___ Discriminator Loss: 0.6323 ___ Generator Loss: 1.5427 Epoch 2/2 ___ Discriminator Loss: 0.8230 ___ Generator Loss: 1.2175 Epoch 2/2 ___ Discriminator Loss: 0.6695 ___ Generator Loss: 1.6520
Epoch 2/2 ___ Discriminator Loss: 0.5396 ___ Generator Loss: 2.2197 Epoch 2/2 ___ Discriminator Loss: 0.6665 ___ Generator Loss: 1.6436 Epoch 2/2 ___ Discriminator Loss: 1.0346 ___ Generator Loss: 0.9253 Epoch 2/2 ___ Discriminator Loss: 0.8078 ___ Generator Loss: 1.0912 Epoch 2/2 ___ Discriminator Loss: 0.6486 ___ Generator Loss: 1.6713 Epoch 2/2 ___ Discriminator Loss: 0.7404 ___ Generator Loss: 1.3335 Epoch 2/2 ___ Discriminator Loss: 0.7650 ___ Generator Loss: 1.2058 Epoch 2/2 ___ Discriminator Loss: 0.6988 ___ Generator Loss: 1.5703 Epoch 2/2 ___ Discriminator Loss: 1.0090 ___ Generator Loss: 0.9796 Epoch 2/2 ___ Discriminator Loss: 0.6644 ___ Generator Loss: 1.4852
Epoch 2/2 ___ Discriminator Loss: 0.5224 ___ Generator Loss: 2.1060 Epoch 2/2 ___ Discriminator Loss: 0.5965 ___ Generator Loss: 2.0319 Epoch 2/2 ___ Discriminator Loss: 0.6188 ___ Generator Loss: 1.6475 Epoch 2/2 ___ Discriminator Loss: 0.6573 ___ Generator Loss: 1.6137 Epoch 2/2 ___ Discriminator Loss: 0.7665 ___ Generator Loss: 1.1241 Epoch 2/2 ___ Discriminator Loss: 0.8281 ___ Generator Loss: 1.2459 Epoch 2/2 ___ Discriminator Loss: 0.7541 ___ Generator Loss: 1.2789 Epoch 2/2 ___ Discriminator Loss: 0.8519 ___ Generator Loss: 2.8577 Epoch 2/2 ___ Discriminator Loss: 0.8084 ___ Generator Loss: 1.1603 Epoch 2/2 ___ Discriminator Loss: 0.7316 ___ Generator Loss: 1.3748
Epoch 2/2 ___ Discriminator Loss: 1.5302 ___ Generator Loss: 0.4665 Epoch 2/2 ___ Discriminator Loss: 0.6143 ___ Generator Loss: 1.7536 Epoch 2/2 ___ Discriminator Loss: 0.9223 ___ Generator Loss: 0.9593 Epoch 2/2 ___ Discriminator Loss: 1.0865 ___ Generator Loss: 0.8088 Epoch 2/2 ___ Discriminator Loss: 0.8965 ___ Generator Loss: 1.0530 Epoch 2/2 ___ Discriminator Loss: 0.7922 ___ Generator Loss: 1.0755 Epoch 2/2 ___ Discriminator Loss: 0.6367 ___ Generator Loss: 1.6122 Epoch 2/2 ___ Discriminator Loss: 0.6097 ___ Generator Loss: 1.5605 Epoch 2/2 ___ Discriminator Loss: 0.5668 ___ Generator Loss: 1.7050 Epoch 2/2 ___ Discriminator Loss: 0.8105 ___ Generator Loss: 1.2060
Epoch 2/2 ___ Discriminator Loss: 1.0207 ___ Generator Loss: 0.8683 Epoch 2/2 ___ Discriminator Loss: 1.0851 ___ Generator Loss: 0.8154 Epoch 2/2 ___ Discriminator Loss: 0.6074 ___ Generator Loss: 1.5324 Epoch 2/2 ___ Discriminator Loss: 0.7475 ___ Generator Loss: 1.1865 Epoch 2/2 ___ Discriminator Loss: 1.0143 ___ Generator Loss: 0.8897 Epoch 2/2 ___ Discriminator Loss: 0.7121 ___ Generator Loss: 1.3024 Epoch 2/2 ___ Discriminator Loss: 0.5691 ___ Generator Loss: 1.9204 Epoch 2/2 ___ Discriminator Loss: 1.4452 ___ Generator Loss: 0.5437 Epoch 2/2 ___ Discriminator Loss: 1.1823 ___ Generator Loss: 0.7182 Epoch 2/2 ___ Discriminator Loss: 0.6724 ___ Generator Loss: 1.4273
Epoch 2/2 ___ Discriminator Loss: 0.9496 ___ Generator Loss: 0.9489 Epoch 2/2 ___ Discriminator Loss: 1.1314 ___ Generator Loss: 0.8715 Epoch 2/2 ___ Discriminator Loss: 0.8375 ___ Generator Loss: 1.1671 Epoch 2/2 ___ Discriminator Loss: 0.6428 ___ Generator Loss: 1.5397 Epoch 2/2 ___ Discriminator Loss: 0.8384 ___ Generator Loss: 1.3015 Epoch 2/2 ___ Discriminator Loss: 0.4914 ___ Generator Loss: 2.2334 Epoch 2/2 ___ Discriminator Loss: 0.8451 ___ Generator Loss: 1.1198 Epoch 2/2 ___ Discriminator Loss: 1.0905 ___ Generator Loss: 0.8728 Epoch 2/2 ___ Discriminator Loss: 1.0505 ___ Generator Loss: 0.8389 Epoch 2/2 ___ Discriminator Loss: 0.8290 ___ Generator Loss: 1.0772
Epoch 2/2 ___ Discriminator Loss: 0.6593 ___ Generator Loss: 1.6326 Epoch 2/2 ___ Discriminator Loss: 1.3223 ___ Generator Loss: 0.5980 Epoch 2/2 ___ Discriminator Loss: 0.5302 ___ Generator Loss: 2.2336 Epoch 2/2 ___ Discriminator Loss: 0.5993 ___ Generator Loss: 1.7056 Epoch 2/2 ___ Discriminator Loss: 0.6470 ___ Generator Loss: 1.9125 Epoch 2/2 ___ Discriminator Loss: 0.6464 ___ Generator Loss: 1.5254 Epoch 2/2 ___ Discriminator Loss: 0.7551 ___ Generator Loss: 1.2998 Epoch 2/2 ___ Discriminator Loss: 0.6995 ___ Generator Loss: 1.3499 Epoch 2/2 ___ Discriminator Loss: 0.6415 ___ Generator Loss: 1.7175 Epoch 2/2 ___ Discriminator Loss: 0.5407 ___ Generator Loss: 1.7776
Epoch 2/2 ___ Discriminator Loss: 0.7333 ___ Generator Loss: 1.3225 Epoch 2/2 ___ Discriminator Loss: 0.6921 ___ Generator Loss: 1.5600 Epoch 2/2 ___ Discriminator Loss: 1.0711 ___ Generator Loss: 0.9215 Epoch 2/2 ___ Discriminator Loss: 0.8718 ___ Generator Loss: 1.1837 Epoch 2/2 ___ Discriminator Loss: 0.7583 ___ Generator Loss: 1.2104 Epoch 2/2 ___ Discriminator Loss: 0.5006 ___ Generator Loss: 2.6053 Epoch 2/2 ___ Discriminator Loss: 0.4826 ___ Generator Loss: 2.3499 Epoch 2/2 ___ Discriminator Loss: 0.6938 ___ Generator Loss: 1.4995 Epoch 2/2 ___ Discriminator Loss: 0.8449 ___ Generator Loss: 1.1020 Epoch 2/2 ___ Discriminator Loss: 0.6693 ___ Generator Loss: 1.4843
Epoch 2/2 ___ Discriminator Loss: 0.5565 ___ Generator Loss: 2.5426 Epoch 2/2 ___ Discriminator Loss: 0.5957 ___ Generator Loss: 1.6899 Epoch 2/2 ___ Discriminator Loss: 0.5447 ___ Generator Loss: 1.8616 Epoch 2/2 ___ Discriminator Loss: 0.7924 ___ Generator Loss: 1.2824 Epoch 2/2 ___ Discriminator Loss: 0.5923 ___ Generator Loss: 1.8811 Epoch 2/2 ___ Discriminator Loss: 0.5334 ___ Generator Loss: 2.1886 Epoch 2/2 ___ Discriminator Loss: 0.8132 ___ Generator Loss: 2.6420 Epoch 2/2 ___ Discriminator Loss: 0.5337 ___ Generator Loss: 1.9682 Epoch 2/2 ___ Discriminator Loss: 0.7097 ___ Generator Loss: 1.4267 Epoch 2/2 ___ Discriminator Loss: 0.8299 ___ Generator Loss: 1.3180
Epoch 2/2 ___ Discriminator Loss: 0.6962 ___ Generator Loss: 1.3611 Epoch 2/2 ___ Discriminator Loss: 0.6851 ___ Generator Loss: 1.4189 Epoch 2/2 ___ Discriminator Loss: 1.2639 ___ Generator Loss: 0.6853 Epoch 2/2 ___ Discriminator Loss: 0.7783 ___ Generator Loss: 1.1709 Epoch 2/2 ___ Discriminator Loss: 0.7352 ___ Generator Loss: 1.3859 Epoch 2/2 ___ Discriminator Loss: 0.8886 ___ Generator Loss: 1.1200 Epoch 2/2 ___ Discriminator Loss: 0.4858 ___ Generator Loss: 2.6452 Epoch 2/2 ___ Discriminator Loss: 0.6787 ___ Generator Loss: 1.4275 Epoch 2/2 ___ Discriminator Loss: 0.7942 ___ Generator Loss: 1.3274 Epoch 2/2 ___ Discriminator Loss: 1.7794 ___ Generator Loss: 0.4618
Epoch 2/2 ___ Discriminator Loss: 0.8592 ___ Generator Loss: 1.1434 Epoch 2/2 ___ Discriminator Loss: 0.6097 ___ Generator Loss: 1.5337 Epoch 2/2 ___ Discriminator Loss: 0.7825 ___ Generator Loss: 1.1844 Epoch 2/2 ___ Discriminator Loss: 0.6877 ___ Generator Loss: 1.4205 Epoch 2/2 ___ Discriminator Loss: 0.5883 ___ Generator Loss: 1.7549 Epoch 2/2 ___ Discriminator Loss: 0.7887 ___ Generator Loss: 1.2781 Epoch 2/2 ___ Discriminator Loss: 0.9729 ___ Generator Loss: 0.8388 Epoch 2/2 ___ Discriminator Loss: 0.6616 ___ Generator Loss: 1.6687 Epoch 2/2 ___ Discriminator Loss: 0.5609 ___ Generator Loss: 2.1568 Epoch 2/2 ___ Discriminator Loss: 0.5455 ___ Generator Loss: 1.9453
Epoch 2/2 ___ Discriminator Loss: 0.4744 ___ Generator Loss: 2.2461 Epoch 2/2 ___ Discriminator Loss: 1.0507 ___ Generator Loss: 0.9789 Epoch 2/2 ___ Discriminator Loss: 1.0464 ___ Generator Loss: 0.8394 Epoch 2/2 ___ Discriminator Loss: 0.4783 ___ Generator Loss: 2.1798 Epoch 2/2 ___ Discriminator Loss: 0.8515 ___ Generator Loss: 1.0615 Epoch 2/2 ___ Discriminator Loss: 0.6852 ___ Generator Loss: 1.6553 Epoch 2/2 ___ Discriminator Loss: 1.0468 ___ Generator Loss: 0.7998 Epoch 2/2 ___ Discriminator Loss: 0.6693 ___ Generator Loss: 1.8031 Epoch 2/2 ___ Discriminator Loss: 1.0539 ___ Generator Loss: 0.8666 Epoch 2/2 ___ Discriminator Loss: 1.4276 ___ Generator Loss: 0.5358
Epoch 2/2 ___ Discriminator Loss: 0.5276 ___ Generator Loss: 1.9502 Epoch 2/2 ___ Discriminator Loss: 0.5189 ___ Generator Loss: 2.2742 Epoch 2/2 ___ Discriminator Loss: 1.0649 ___ Generator Loss: 0.7130 Epoch 2/2 ___ Discriminator Loss: 0.6828 ___ Generator Loss: 1.4511 Epoch 2/2 ___ Discriminator Loss: 0.9418 ___ Generator Loss: 0.9001 Epoch 2/2 ___ Discriminator Loss: 0.6206 ___ Generator Loss: 1.6623 Epoch 2/2 ___ Discriminator Loss: 0.7271 ___ Generator Loss: 1.3058 Epoch 2/2 ___ Discriminator Loss: 0.6524 ___ Generator Loss: 1.4747 Epoch 2/2 ___ Discriminator Loss: 1.1348 ___ Generator Loss: 0.6796 Epoch 2/2 ___ Discriminator Loss: 0.7509 ___ Generator Loss: 1.1921
Epoch 2/2 ___ Discriminator Loss: 0.4437 ___ Generator Loss: 2.5576 Epoch 2/2 ___ Discriminator Loss: 0.8321 ___ Generator Loss: 2.6053 Epoch 2/2 ___ Discriminator Loss: 1.0626 ___ Generator Loss: 0.8218 Epoch 2/2 ___ Discriminator Loss: 0.5257 ___ Generator Loss: 2.2460 Epoch 2/2 ___ Discriminator Loss: 0.5723 ___ Generator Loss: 1.9567 Epoch 2/2 ___ Discriminator Loss: 0.6341 ___ Generator Loss: 1.6671 Epoch 2/2 ___ Discriminator Loss: 0.7983 ___ Generator Loss: 2.4400 Epoch 2/2 ___ Discriminator Loss: 0.7240 ___ Generator Loss: 1.3412 Epoch 2/2 ___ Discriminator Loss: 0.4732 ___ Generator Loss: 2.6296 Epoch 2/2 ___ Discriminator Loss: 0.5250 ___ Generator Loss: 2.0486
Epoch 2/2 ___ Discriminator Loss: 0.6385 ___ Generator Loss: 1.3786 Epoch 2/2 ___ Discriminator Loss: 0.7509 ___ Generator Loss: 1.1784 Epoch 2/2 ___ Discriminator Loss: 1.1735 ___ Generator Loss: 0.6442 Epoch 2/2 ___ Discriminator Loss: 0.5767 ___ Generator Loss: 1.7076 Epoch 2/2 ___ Discriminator Loss: 0.5638 ___ Generator Loss: 2.0038 Epoch 2/2 ___ Discriminator Loss: 1.0833 ___ Generator Loss: 0.7533 Epoch 2/2 ___ Discriminator Loss: 0.6696 ___ Generator Loss: 1.3706 Epoch 2/2 ___ Discriminator Loss: 0.6280 ___ Generator Loss: 1.8108 Epoch 2/2 ___ Discriminator Loss: 1.2549 ___ Generator Loss: 0.6312 Epoch 2/2 ___ Discriminator Loss: 0.8145 ___ Generator Loss: 1.1749
Epoch 2/2 ___ Discriminator Loss: 1.0464 ___ Generator Loss: 3.7011 Epoch 2/2 ___ Discriminator Loss: 1.0739 ___ Generator Loss: 0.9352 Epoch 2/2 ___ Discriminator Loss: 0.6596 ___ Generator Loss: 1.7270 Epoch 2/2 ___ Discriminator Loss: 0.8366 ___ Generator Loss: 1.0642 Epoch 2/2 ___ Discriminator Loss: 0.5926 ___ Generator Loss: 1.6654 Epoch 2/2 ___ Discriminator Loss: 1.1222 ___ Generator Loss: 0.7733 Epoch 2/2 ___ Discriminator Loss: 0.5239 ___ Generator Loss: 2.0813 Epoch 2/2 ___ Discriminator Loss: 0.9021 ___ Generator Loss: 1.0219 Epoch 2/2 ___ Discriminator Loss: 1.0244 ___ Generator Loss: 0.8559 Epoch 2/2 ___ Discriminator Loss: 0.8602 ___ Generator Loss: 1.0835
Epoch 2/2 ___ Discriminator Loss: 0.9798 ___ Generator Loss: 0.8379 Epoch 2/2 ___ Discriminator Loss: 0.6406 ___ Generator Loss: 1.4593 Epoch 2/2 ___ Discriminator Loss: 2.0496 ___ Generator Loss: 0.2571 Epoch 2/2 ___ Discriminator Loss: 0.8422 ___ Generator Loss: 1.1939 Epoch 2/2 ___ Discriminator Loss: 1.1013 ___ Generator Loss: 0.7921 Epoch 2/2 ___ Discriminator Loss: 0.8455 ___ Generator Loss: 1.0498 Epoch 2/2 ___ Discriminator Loss: 0.6809 ___ Generator Loss: 1.3498 Epoch 2/2 ___ Discriminator Loss: 0.6807 ___ Generator Loss: 1.4893 Epoch 2/2 ___ Discriminator Loss: 0.8290 ___ Generator Loss: 1.2222 Epoch 2/2 ___ Discriminator Loss: 0.7752 ___ Generator Loss: 1.5229
Epoch 2/2 ___ Discriminator Loss: 0.7284 ___ Generator Loss: 1.3357 Epoch 2/2 ___ Discriminator Loss: 0.8330 ___ Generator Loss: 1.0829 Epoch 2/2 ___ Discriminator Loss: 0.7881 ___ Generator Loss: 1.1423 Epoch 2/2 ___ Discriminator Loss: 0.9257 ___ Generator Loss: 1.1141 Epoch 2/2 ___ Discriminator Loss: 0.7818 ___ Generator Loss: 3.9133 Epoch 2/2 ___ Discriminator Loss: 0.8263 ___ Generator Loss: 1.2399 Epoch 2/2 ___ Discriminator Loss: 0.6161 ___ Generator Loss: 1.7146 Epoch 2/2 ___ Discriminator Loss: 0.8444 ___ Generator Loss: 1.1504 Epoch 2/2 ___ Discriminator Loss: 0.6723 ___ Generator Loss: 1.5761 Epoch 2/2 ___ Discriminator Loss: 0.7214 ___ Generator Loss: 1.3535
Epoch 2/2 ___ Discriminator Loss: 1.6280 ___ Generator Loss: 0.4518 Epoch 2/2 ___ Discriminator Loss: 1.2501 ___ Generator Loss: 0.9025 Epoch 2/2 ___ Discriminator Loss: 0.6491 ___ Generator Loss: 1.7890 Epoch 2/2 ___ Discriminator Loss: 0.6609 ___ Generator Loss: 1.4628 Epoch 2/2 ___ Discriminator Loss: 0.6747 ___ Generator Loss: 1.7399 Epoch 2/2 ___ Discriminator Loss: 0.8247 ___ Generator Loss: 1.0330 Epoch 2/2 ___ Discriminator Loss: 0.6121 ___ Generator Loss: 2.2479 Epoch 2/2 ___ Discriminator Loss: 0.6522 ___ Generator Loss: 1.5047 Epoch 2/2 ___ Discriminator Loss: 1.0164 ___ Generator Loss: 0.9718 Epoch 2/2 ___ Discriminator Loss: 1.1054 ___ Generator Loss: 0.7576
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1 ___ Discriminator Loss: 1.8460 ___ Generator Loss: 0.4590 Epoch 1/1 ___ Discriminator Loss: 0.6746 ___ Generator Loss: 2.0041 Epoch 1/1 ___ Discriminator Loss: 1.0037 ___ Generator Loss: 2.6666 Epoch 1/1 ___ Discriminator Loss: 0.6782 ___ Generator Loss: 2.1569 Epoch 1/1 ___ Discriminator Loss: 1.0018 ___ Generator Loss: 1.4195 Epoch 1/1 ___ Discriminator Loss: 1.2017 ___ Generator Loss: 0.8457 Epoch 1/1 ___ Discriminator Loss: 0.6880 ___ Generator Loss: 2.3041 Epoch 1/1 ___ Discriminator Loss: 0.4857 ___ Generator Loss: 2.8088 Epoch 1/1 ___ Discriminator Loss: 0.5490 ___ Generator Loss: 2.5631 Epoch 1/1 ___ Discriminator Loss: 0.5782 ___ Generator Loss: 2.4339
Epoch 1/1 ___ Discriminator Loss: 0.5754 ___ Generator Loss: 3.0986 Epoch 1/1 ___ Discriminator Loss: 0.6393 ___ Generator Loss: 2.4090 Epoch 1/1 ___ Discriminator Loss: 1.1990 ___ Generator Loss: 4.9224 Epoch 1/1 ___ Discriminator Loss: 0.8635 ___ Generator Loss: 1.4803 Epoch 1/1 ___ Discriminator Loss: 0.5346 ___ Generator Loss: 2.5229 Epoch 1/1 ___ Discriminator Loss: 2.4752 ___ Generator Loss: 0.1812 Epoch 1/1 ___ Discriminator Loss: 0.8676 ___ Generator Loss: 2.6686 Epoch 1/1 ___ Discriminator Loss: 0.8368 ___ Generator Loss: 1.6427 Epoch 1/1 ___ Discriminator Loss: 0.6257 ___ Generator Loss: 2.1785 Epoch 1/1 ___ Discriminator Loss: 0.7769 ___ Generator Loss: 1.6409
Epoch 1/1 ___ Discriminator Loss: 1.0600 ___ Generator Loss: 1.4315 Epoch 1/1 ___ Discriminator Loss: 1.2017 ___ Generator Loss: 0.8100 Epoch 1/1 ___ Discriminator Loss: 1.1072 ___ Generator Loss: 2.9920 Epoch 1/1 ___ Discriminator Loss: 1.1157 ___ Generator Loss: 2.7165 Epoch 1/1 ___ Discriminator Loss: 1.0353 ___ Generator Loss: 0.9966 Epoch 1/1 ___ Discriminator Loss: 0.7210 ___ Generator Loss: 2.9513 Epoch 1/1 ___ Discriminator Loss: 0.9962 ___ Generator Loss: 1.0990 Epoch 1/1 ___ Discriminator Loss: 1.7712 ___ Generator Loss: 6.4436 Epoch 1/1 ___ Discriminator Loss: 0.9006 ___ Generator Loss: 1.3312 Epoch 1/1 ___ Discriminator Loss: 0.9986 ___ Generator Loss: 1.2579
Epoch 1/1 ___ Discriminator Loss: 1.3507 ___ Generator Loss: 0.6357 Epoch 1/1 ___ Discriminator Loss: 1.2734 ___ Generator Loss: 0.7581 Epoch 1/1 ___ Discriminator Loss: 1.3687 ___ Generator Loss: 0.9410 Epoch 1/1 ___ Discriminator Loss: 1.4080 ___ Generator Loss: 2.9424 Epoch 1/1 ___ Discriminator Loss: 0.7380 ___ Generator Loss: 2.0417 Epoch 1/1 ___ Discriminator Loss: 0.8067 ___ Generator Loss: 1.8391 Epoch 1/1 ___ Discriminator Loss: 1.0631 ___ Generator Loss: 1.1455 Epoch 1/1 ___ Discriminator Loss: 1.1794 ___ Generator Loss: 0.9162 Epoch 1/1 ___ Discriminator Loss: 1.3181 ___ Generator Loss: 0.6624 Epoch 1/1 ___ Discriminator Loss: 1.1037 ___ Generator Loss: 1.2899
Epoch 1/1 ___ Discriminator Loss: 0.4859 ___ Generator Loss: 3.1403 Epoch 1/1 ___ Discriminator Loss: 0.8269 ___ Generator Loss: 2.1203 Epoch 1/1 ___ Discriminator Loss: 1.5807 ___ Generator Loss: 0.4288 Epoch 1/1 ___ Discriminator Loss: 1.5687 ___ Generator Loss: 2.9351 Epoch 1/1 ___ Discriminator Loss: 1.4889 ___ Generator Loss: 0.5515 Epoch 1/1 ___ Discriminator Loss: 0.8764 ___ Generator Loss: 1.6197 Epoch 1/1 ___ Discriminator Loss: 0.5760 ___ Generator Loss: 2.2908 Epoch 1/1 ___ Discriminator Loss: 1.2456 ___ Generator Loss: 0.7994 Epoch 1/1 ___ Discriminator Loss: 1.1491 ___ Generator Loss: 1.0813 Epoch 1/1 ___ Discriminator Loss: 0.9876 ___ Generator Loss: 1.2348
Epoch 1/1 ___ Discriminator Loss: 1.0892 ___ Generator Loss: 0.9508 Epoch 1/1 ___ Discriminator Loss: 0.6396 ___ Generator Loss: 1.9373 Epoch 1/1 ___ Discriminator Loss: 0.8901 ___ Generator Loss: 1.9712 Epoch 1/1 ___ Discriminator Loss: 0.7296 ___ Generator Loss: 1.5962 Epoch 1/1 ___ Discriminator Loss: 1.0283 ___ Generator Loss: 0.9724 Epoch 1/1 ___ Discriminator Loss: 1.7326 ___ Generator Loss: 0.4183 Epoch 1/1 ___ Discriminator Loss: 1.0224 ___ Generator Loss: 1.0930 Epoch 1/1 ___ Discriminator Loss: 1.2312 ___ Generator Loss: 0.6928 Epoch 1/1 ___ Discriminator Loss: 0.9862 ___ Generator Loss: 1.0521 Epoch 1/1 ___ Discriminator Loss: 1.0259 ___ Generator Loss: 1.9112
Epoch 1/1 ___ Discriminator Loss: 0.8160 ___ Generator Loss: 1.4728 Epoch 1/1 ___ Discriminator Loss: 0.7857 ___ Generator Loss: 1.5148 Epoch 1/1 ___ Discriminator Loss: 1.0241 ___ Generator Loss: 1.0514 Epoch 1/1 ___ Discriminator Loss: 1.0514 ___ Generator Loss: 1.0806 Epoch 1/1 ___ Discriminator Loss: 1.1291 ___ Generator Loss: 0.7983 Epoch 1/1 ___ Discriminator Loss: 0.7102 ___ Generator Loss: 2.4975 Epoch 1/1 ___ Discriminator Loss: 1.2057 ___ Generator Loss: 2.0969 Epoch 1/1 ___ Discriminator Loss: 1.2983 ___ Generator Loss: 0.5753 Epoch 1/1 ___ Discriminator Loss: 1.0601 ___ Generator Loss: 0.9046 Epoch 1/1 ___ Discriminator Loss: 1.1330 ___ Generator Loss: 1.6442
Epoch 1/1 ___ Discriminator Loss: 1.0626 ___ Generator Loss: 0.8978 Epoch 1/1 ___ Discriminator Loss: 1.7846 ___ Generator Loss: 2.9055 Epoch 1/1 ___ Discriminator Loss: 1.4364 ___ Generator Loss: 0.6069 Epoch 1/1 ___ Discriminator Loss: 0.7885 ___ Generator Loss: 2.9396 Epoch 1/1 ___ Discriminator Loss: 1.1544 ___ Generator Loss: 0.8468 Epoch 1/1 ___ Discriminator Loss: 1.2763 ___ Generator Loss: 0.6860 Epoch 1/1 ___ Discriminator Loss: 1.3276 ___ Generator Loss: 0.6291 Epoch 1/1 ___ Discriminator Loss: 0.9714 ___ Generator Loss: 2.4828 Epoch 1/1 ___ Discriminator Loss: 1.3277 ___ Generator Loss: 2.7646 Epoch 1/1 ___ Discriminator Loss: 1.1138 ___ Generator Loss: 1.0311
Epoch 1/1 ___ Discriminator Loss: 1.1455 ___ Generator Loss: 0.8125 Epoch 1/1 ___ Discriminator Loss: 1.1208 ___ Generator Loss: 0.8699 Epoch 1/1 ___ Discriminator Loss: 0.9322 ___ Generator Loss: 1.6763 Epoch 1/1 ___ Discriminator Loss: 1.0201 ___ Generator Loss: 1.3174 Epoch 1/1 ___ Discriminator Loss: 0.9608 ___ Generator Loss: 1.3762 Epoch 1/1 ___ Discriminator Loss: 0.9754 ___ Generator Loss: 1.1832 Epoch 1/1 ___ Discriminator Loss: 1.1822 ___ Generator Loss: 0.7892 Epoch 1/1 ___ Discriminator Loss: 1.1908 ___ Generator Loss: 0.8882 Epoch 1/1 ___ Discriminator Loss: 1.4910 ___ Generator Loss: 3.6936 Epoch 1/1 ___ Discriminator Loss: 1.4004 ___ Generator Loss: 0.6216
Epoch 1/1 ___ Discriminator Loss: 1.2057 ___ Generator Loss: 0.7422 Epoch 1/1 ___ Discriminator Loss: 1.1911 ___ Generator Loss: 0.9150 Epoch 1/1 ___ Discriminator Loss: 1.0906 ___ Generator Loss: 1.0518 Epoch 1/1 ___ Discriminator Loss: 1.0649 ___ Generator Loss: 0.8812 Epoch 1/1 ___ Discriminator Loss: 1.3634 ___ Generator Loss: 0.5985 Epoch 1/1 ___ Discriminator Loss: 1.1703 ___ Generator Loss: 0.8106 Epoch 1/1 ___ Discriminator Loss: 1.4856 ___ Generator Loss: 1.9546 Epoch 1/1 ___ Discriminator Loss: 1.1320 ___ Generator Loss: 1.1483 Epoch 1/1 ___ Discriminator Loss: 0.9696 ___ Generator Loss: 1.0945 Epoch 1/1 ___ Discriminator Loss: 1.1271 ___ Generator Loss: 0.8059
Epoch 1/1 ___ Discriminator Loss: 1.4261 ___ Generator Loss: 0.6768 Epoch 1/1 ___ Discriminator Loss: 1.0312 ___ Generator Loss: 1.4840 Epoch 1/1 ___ Discriminator Loss: 1.1057 ___ Generator Loss: 0.8319 Epoch 1/1 ___ Discriminator Loss: 1.1476 ___ Generator Loss: 1.0792 Epoch 1/1 ___ Discriminator Loss: 0.9928 ___ Generator Loss: 0.9869 Epoch 1/1 ___ Discriminator Loss: 1.7715 ___ Generator Loss: 0.3508 Epoch 1/1 ___ Discriminator Loss: 1.5401 ___ Generator Loss: 0.4988 Epoch 1/1 ___ Discriminator Loss: 1.2147 ___ Generator Loss: 0.6256 Epoch 1/1 ___ Discriminator Loss: 1.0123 ___ Generator Loss: 1.3658 Epoch 1/1 ___ Discriminator Loss: 1.2487 ___ Generator Loss: 2.2979
Epoch 1/1 ___ Discriminator Loss: 0.8161 ___ Generator Loss: 1.5703 Epoch 1/1 ___ Discriminator Loss: 0.9635 ___ Generator Loss: 1.2116 Epoch 1/1 ___ Discriminator Loss: 0.8531 ___ Generator Loss: 1.5308 Epoch 1/1 ___ Discriminator Loss: 1.2874 ___ Generator Loss: 1.0738 Epoch 1/1 ___ Discriminator Loss: 1.0276 ___ Generator Loss: 0.9302 Epoch 1/1 ___ Discriminator Loss: 0.9697 ___ Generator Loss: 1.3786 Epoch 1/1 ___ Discriminator Loss: 1.1952 ___ Generator Loss: 0.8787 Epoch 1/1 ___ Discriminator Loss: 1.3913 ___ Generator Loss: 0.5047 Epoch 1/1 ___ Discriminator Loss: 1.3450 ___ Generator Loss: 0.6228 Epoch 1/1 ___ Discriminator Loss: 1.3069 ___ Generator Loss: 0.5716
Epoch 1/1 ___ Discriminator Loss: 0.9769 ___ Generator Loss: 1.3270 Epoch 1/1 ___ Discriminator Loss: 1.9915 ___ Generator Loss: 0.2495 Epoch 1/1 ___ Discriminator Loss: 0.7730 ___ Generator Loss: 1.4921 Epoch 1/1 ___ Discriminator Loss: 1.0626 ___ Generator Loss: 1.6788 Epoch 1/1 ___ Discriminator Loss: 1.0770 ___ Generator Loss: 1.0562 Epoch 1/1 ___ Discriminator Loss: 1.2094 ___ Generator Loss: 1.0250 Epoch 1/1 ___ Discriminator Loss: 0.8877 ___ Generator Loss: 1.1313 Epoch 1/1 ___ Discriminator Loss: 1.2751 ___ Generator Loss: 0.6148 Epoch 1/1 ___ Discriminator Loss: 0.5580 ___ Generator Loss: 2.2170 Epoch 1/1 ___ Discriminator Loss: 1.2021 ___ Generator Loss: 1.0412
Epoch 1/1 ___ Discriminator Loss: 1.6076 ___ Generator Loss: 4.7528 Epoch 1/1 ___ Discriminator Loss: 1.3781 ___ Generator Loss: 0.5600 Epoch 1/1 ___ Discriminator Loss: 0.7321 ___ Generator Loss: 1.6672 Epoch 1/1 ___ Discriminator Loss: 1.0550 ___ Generator Loss: 1.2980 Epoch 1/1 ___ Discriminator Loss: 1.1952 ___ Generator Loss: 0.8967 Epoch 1/1 ___ Discriminator Loss: 1.2579 ___ Generator Loss: 0.6010 Epoch 1/1 ___ Discriminator Loss: 1.2012 ___ Generator Loss: 0.8252 Epoch 1/1 ___ Discriminator Loss: 1.1240 ___ Generator Loss: 0.7778 Epoch 1/1 ___ Discriminator Loss: 1.5477 ___ Generator Loss: 0.4540 Epoch 1/1 ___ Discriminator Loss: 1.2652 ___ Generator Loss: 0.7930
Epoch 1/1 ___ Discriminator Loss: 1.1018 ___ Generator Loss: 1.1291 Epoch 1/1 ___ Discriminator Loss: 1.1780 ___ Generator Loss: 0.8418 Epoch 1/1 ___ Discriminator Loss: 0.8226 ___ Generator Loss: 1.2730 Epoch 1/1 ___ Discriminator Loss: 1.2795 ___ Generator Loss: 0.6055 Epoch 1/1 ___ Discriminator Loss: 0.8240 ___ Generator Loss: 1.3922 Epoch 1/1 ___ Discriminator Loss: 1.1176 ___ Generator Loss: 1.5804 Epoch 1/1 ___ Discriminator Loss: 0.9101 ___ Generator Loss: 1.0160 Epoch 1/1 ___ Discriminator Loss: 0.7565 ___ Generator Loss: 1.5365 Epoch 1/1 ___ Discriminator Loss: 0.9168 ___ Generator Loss: 1.2355 Epoch 1/1 ___ Discriminator Loss: 0.8637 ___ Generator Loss: 1.0591
Epoch 1/1 ___ Discriminator Loss: 0.9628 ___ Generator Loss: 1.0268 Epoch 1/1 ___ Discriminator Loss: 1.1562 ___ Generator Loss: 0.8165 Epoch 1/1 ___ Discriminator Loss: 1.0404 ___ Generator Loss: 0.8610 Epoch 1/1 ___ Discriminator Loss: 0.8885 ___ Generator Loss: 1.7105 Epoch 1/1 ___ Discriminator Loss: 1.2036 ___ Generator Loss: 0.8416 Epoch 1/1 ___ Discriminator Loss: 1.0130 ___ Generator Loss: 1.4320 Epoch 1/1 ___ Discriminator Loss: 1.1531 ___ Generator Loss: 0.8284 Epoch 1/1 ___ Discriminator Loss: 1.3655 ___ Generator Loss: 0.5194 Epoch 1/1 ___ Discriminator Loss: 1.2235 ___ Generator Loss: 0.7300 Epoch 1/1 ___ Discriminator Loss: 1.0576 ___ Generator Loss: 0.9401
Epoch 1/1 ___ Discriminator Loss: 1.3213 ___ Generator Loss: 0.6948 Epoch 1/1 ___ Discriminator Loss: 1.0367 ___ Generator Loss: 0.9901 Epoch 1/1 ___ Discriminator Loss: 1.1028 ___ Generator Loss: 0.9842 Epoch 1/1 ___ Discriminator Loss: 1.0292 ___ Generator Loss: 0.9770 Epoch 1/1 ___ Discriminator Loss: 0.7352 ___ Generator Loss: 2.2288 Epoch 1/1 ___ Discriminator Loss: 0.4705 ___ Generator Loss: 3.8026 Epoch 1/1 ___ Discriminator Loss: 0.9352 ___ Generator Loss: 1.1075 Epoch 1/1 ___ Discriminator Loss: 1.6814 ___ Generator Loss: 0.3431 Epoch 1/1 ___ Discriminator Loss: 0.9666 ___ Generator Loss: 0.9074 Epoch 1/1 ___ Discriminator Loss: 0.9041 ___ Generator Loss: 1.7238
Epoch 1/1 ___ Discriminator Loss: 0.9050 ___ Generator Loss: 1.0496 Epoch 1/1 ___ Discriminator Loss: 1.1015 ___ Generator Loss: 0.7476 Epoch 1/1 ___ Discriminator Loss: 1.1155 ___ Generator Loss: 0.8469 Epoch 1/1 ___ Discriminator Loss: 0.9292 ___ Generator Loss: 1.0822 Epoch 1/1 ___ Discriminator Loss: 1.0209 ___ Generator Loss: 1.2574 Epoch 1/1 ___ Discriminator Loss: 0.8714 ___ Generator Loss: 1.1988 Epoch 1/1 ___ Discriminator Loss: 0.8073 ___ Generator Loss: 1.2408 Epoch 1/1 ___ Discriminator Loss: 0.8245 ___ Generator Loss: 1.3851 Epoch 1/1 ___ Discriminator Loss: 1.4386 ___ Generator Loss: 0.4721 Epoch 1/1 ___ Discriminator Loss: 0.8964 ___ Generator Loss: 1.1666
Epoch 1/1 ___ Discriminator Loss: 0.9983 ___ Generator Loss: 0.9571 Epoch 1/1 ___ Discriminator Loss: 1.2408 ___ Generator Loss: 0.6604 Epoch 1/1 ___ Discriminator Loss: 1.0774 ___ Generator Loss: 0.9102 Epoch 1/1 ___ Discriminator Loss: 1.0711 ___ Generator Loss: 0.8215 Epoch 1/1 ___ Discriminator Loss: 0.9243 ___ Generator Loss: 1.1798 Epoch 1/1 ___ Discriminator Loss: 1.1184 ___ Generator Loss: 1.1383 Epoch 1/1 ___ Discriminator Loss: 1.1575 ___ Generator Loss: 0.8041 Epoch 1/1 ___ Discriminator Loss: 0.9413 ___ Generator Loss: 1.2981 Epoch 1/1 ___ Discriminator Loss: 1.1211 ___ Generator Loss: 1.1405 Epoch 1/1 ___ Discriminator Loss: 1.0981 ___ Generator Loss: 0.7290
Epoch 1/1 ___ Discriminator Loss: 1.1568 ___ Generator Loss: 0.6875 Epoch 1/1 ___ Discriminator Loss: 1.2178 ___ Generator Loss: 0.7246 Epoch 1/1 ___ Discriminator Loss: 1.0887 ___ Generator Loss: 1.2532 Epoch 1/1 ___ Discriminator Loss: 0.7541 ___ Generator Loss: 2.2717 Epoch 1/1 ___ Discriminator Loss: 1.2148 ___ Generator Loss: 0.6825 Epoch 1/1 ___ Discriminator Loss: 1.7785 ___ Generator Loss: 0.3325 Epoch 1/1 ___ Discriminator Loss: 0.9649 ___ Generator Loss: 1.0744 Epoch 1/1 ___ Discriminator Loss: 0.7478 ___ Generator Loss: 1.4026 Epoch 1/1 ___ Discriminator Loss: 0.9691 ___ Generator Loss: 0.9595 Epoch 1/1 ___ Discriminator Loss: 1.0444 ___ Generator Loss: 0.8037
Epoch 1/1 ___ Discriminator Loss: 1.1235 ___ Generator Loss: 0.7437 Epoch 1/1 ___ Discriminator Loss: 0.8752 ___ Generator Loss: 1.6445 Epoch 1/1 ___ Discriminator Loss: 1.1437 ___ Generator Loss: 1.4794 Epoch 1/1 ___ Discriminator Loss: 0.6980 ___ Generator Loss: 1.5075 Epoch 1/1 ___ Discriminator Loss: 0.8658 ___ Generator Loss: 1.3887 Epoch 1/1 ___ Discriminator Loss: 1.0377 ___ Generator Loss: 1.1246 Epoch 1/1 ___ Discriminator Loss: 1.2973 ___ Generator Loss: 0.6128 Epoch 1/1 ___ Discriminator Loss: 0.7770 ___ Generator Loss: 2.0544 Epoch 1/1 ___ Discriminator Loss: 1.1189 ___ Generator Loss: 1.3084 Epoch 1/1 ___ Discriminator Loss: 1.0854 ___ Generator Loss: 0.7953
Epoch 1/1 ___ Discriminator Loss: 1.1173 ___ Generator Loss: 0.7727 Epoch 1/1 ___ Discriminator Loss: 0.6344 ___ Generator Loss: 2.3758 Epoch 1/1 ___ Discriminator Loss: 0.7800 ___ Generator Loss: 1.2957 Epoch 1/1 ___ Discriminator Loss: 1.1750 ___ Generator Loss: 0.8937 Epoch 1/1 ___ Discriminator Loss: 0.8977 ___ Generator Loss: 1.2131 Epoch 1/1 ___ Discriminator Loss: 1.0030 ___ Generator Loss: 1.1027 Epoch 1/1 ___ Discriminator Loss: 1.2610 ___ Generator Loss: 0.6725 Epoch 1/1 ___ Discriminator Loss: 1.0133 ___ Generator Loss: 1.0151 Epoch 1/1 ___ Discriminator Loss: 1.2704 ___ Generator Loss: 1.7360 Epoch 1/1 ___ Discriminator Loss: 1.0421 ___ Generator Loss: 0.9076
Epoch 1/1 ___ Discriminator Loss: 1.1511 ___ Generator Loss: 0.7538 Epoch 1/1 ___ Discriminator Loss: 1.1317 ___ Generator Loss: 0.8407 Epoch 1/1 ___ Discriminator Loss: 0.6466 ___ Generator Loss: 3.1271 Epoch 1/1 ___ Discriminator Loss: 1.2539 ___ Generator Loss: 0.7473 Epoch 1/1 ___ Discriminator Loss: 0.7511 ___ Generator Loss: 1.7108 Epoch 1/1 ___ Discriminator Loss: 1.1946 ___ Generator Loss: 1.3841 Epoch 1/1 ___ Discriminator Loss: 1.2059 ___ Generator Loss: 0.6815 Epoch 1/1 ___ Discriminator Loss: 0.8919 ___ Generator Loss: 1.7727 Epoch 1/1 ___ Discriminator Loss: 1.1420 ___ Generator Loss: 0.9521 Epoch 1/1 ___ Discriminator Loss: 0.8475 ___ Generator Loss: 1.7983
Epoch 1/1 ___ Discriminator Loss: 1.3894 ___ Generator Loss: 0.6414 Epoch 1/1 ___ Discriminator Loss: 1.2752 ___ Generator Loss: 2.4514 Epoch 1/1 ___ Discriminator Loss: 0.9748 ___ Generator Loss: 1.1391 Epoch 1/1 ___ Discriminator Loss: 0.6276 ___ Generator Loss: 1.9151 Epoch 1/1 ___ Discriminator Loss: 0.8416 ___ Generator Loss: 2.3845 Epoch 1/1 ___ Discriminator Loss: 1.3903 ___ Generator Loss: 0.5044 Epoch 1/1 ___ Discriminator Loss: 1.1965 ___ Generator Loss: 0.6672 Epoch 1/1 ___ Discriminator Loss: 1.0458 ___ Generator Loss: 1.0078 Epoch 1/1 ___ Discriminator Loss: 0.8662 ___ Generator Loss: 1.1825 Epoch 1/1 ___ Discriminator Loss: 1.3815 ___ Generator Loss: 0.5463
Epoch 1/1 ___ Discriminator Loss: 1.2158 ___ Generator Loss: 1.7795 Epoch 1/1 ___ Discriminator Loss: 1.2126 ___ Generator Loss: 2.1963 Epoch 1/1 ___ Discriminator Loss: 1.2635 ___ Generator Loss: 0.7223 Epoch 1/1 ___ Discriminator Loss: 1.2253 ___ Generator Loss: 0.7812 Epoch 1/1 ___ Discriminator Loss: 0.8774 ___ Generator Loss: 1.1165 Epoch 1/1 ___ Discriminator Loss: 0.8433 ___ Generator Loss: 1.3527 Epoch 1/1 ___ Discriminator Loss: 1.0584 ___ Generator Loss: 0.9814 Epoch 1/1 ___ Discriminator Loss: 0.7183 ___ Generator Loss: 1.5739 Epoch 1/1 ___ Discriminator Loss: 0.8829 ___ Generator Loss: 1.0984 Epoch 1/1 ___ Discriminator Loss: 0.7256 ___ Generator Loss: 2.1878
Epoch 1/1 ___ Discriminator Loss: 0.9316 ___ Generator Loss: 1.1706 Epoch 1/1 ___ Discriminator Loss: 1.3188 ___ Generator Loss: 0.6041 Epoch 1/1 ___ Discriminator Loss: 0.8819 ___ Generator Loss: 1.1938 Epoch 1/1 ___ Discriminator Loss: 1.1963 ___ Generator Loss: 0.6575 Epoch 1/1 ___ Discriminator Loss: 1.1801 ___ Generator Loss: 1.7650 Epoch 1/1 ___ Discriminator Loss: 0.8924 ___ Generator Loss: 1.3183 Epoch 1/1 ___ Discriminator Loss: 1.3629 ___ Generator Loss: 1.2664 Epoch 1/1 ___ Discriminator Loss: 1.0800 ___ Generator Loss: 0.7930 Epoch 1/1 ___ Discriminator Loss: 1.0412 ___ Generator Loss: 1.1807 Epoch 1/1 ___ Discriminator Loss: 0.7333 ___ Generator Loss: 1.7509
Epoch 1/1 ___ Discriminator Loss: 1.1009 ___ Generator Loss: 0.8194 Epoch 1/1 ___ Discriminator Loss: 1.4388 ___ Generator Loss: 0.4615 Epoch 1/1 ___ Discriminator Loss: 0.7656 ___ Generator Loss: 1.4703 Epoch 1/1 ___ Discriminator Loss: 0.7816 ___ Generator Loss: 2.1326 Epoch 1/1 ___ Discriminator Loss: 1.1470 ___ Generator Loss: 0.7210 Epoch 1/1 ___ Discriminator Loss: 0.8511 ___ Generator Loss: 1.0858 Epoch 1/1 ___ Discriminator Loss: 0.9735 ___ Generator Loss: 1.5063 Epoch 1/1 ___ Discriminator Loss: 0.9572 ___ Generator Loss: 1.0364 Epoch 1/1 ___ Discriminator Loss: 1.0885 ___ Generator Loss: 0.9356 Epoch 1/1 ___ Discriminator Loss: 0.9802 ___ Generator Loss: 1.1452
Epoch 1/1 ___ Discriminator Loss: 1.4296 ___ Generator Loss: 2.3568 Epoch 1/1 ___ Discriminator Loss: 1.0902 ___ Generator Loss: 0.8116 Epoch 1/1 ___ Discriminator Loss: 0.8492 ___ Generator Loss: 1.1847 Epoch 1/1 ___ Discriminator Loss: 1.0823 ___ Generator Loss: 1.8700 Epoch 1/1 ___ Discriminator Loss: 0.9788 ___ Generator Loss: 1.1099 Epoch 1/1 ___ Discriminator Loss: 0.8867 ___ Generator Loss: 2.5719 Epoch 1/1 ___ Discriminator Loss: 1.2649 ___ Generator Loss: 0.6165 Epoch 1/1 ___ Discriminator Loss: 1.3553 ___ Generator Loss: 0.7188 Epoch 1/1 ___ Discriminator Loss: 1.0249 ___ Generator Loss: 1.0531 Epoch 1/1 ___ Discriminator Loss: 0.9496 ___ Generator Loss: 1.2997
Epoch 1/1 ___ Discriminator Loss: 1.1533 ___ Generator Loss: 0.8369 Epoch 1/1 ___ Discriminator Loss: 0.8763 ___ Generator Loss: 2.3625 Epoch 1/1 ___ Discriminator Loss: 1.0272 ___ Generator Loss: 1.1937 Epoch 1/1 ___ Discriminator Loss: 1.8540 ___ Generator Loss: 0.2994 Epoch 1/1 ___ Discriminator Loss: 1.1058 ___ Generator Loss: 0.8448 Epoch 1/1 ___ Discriminator Loss: 1.2235 ___ Generator Loss: 0.7799 Epoch 1/1 ___ Discriminator Loss: 0.7997 ___ Generator Loss: 1.2925 Epoch 1/1 ___ Discriminator Loss: 0.9082 ___ Generator Loss: 1.4052 Epoch 1/1 ___ Discriminator Loss: 1.1422 ___ Generator Loss: 1.0358 Epoch 1/1 ___ Discriminator Loss: 0.9546 ___ Generator Loss: 0.9294
Epoch 1/1 ___ Discriminator Loss: 1.0914 ___ Generator Loss: 0.8049 Epoch 1/1 ___ Discriminator Loss: 1.1091 ___ Generator Loss: 2.0835 Epoch 1/1 ___ Discriminator Loss: 0.9754 ___ Generator Loss: 1.6735 Epoch 1/1 ___ Discriminator Loss: 1.1535 ___ Generator Loss: 0.7331 Epoch 1/1 ___ Discriminator Loss: 1.0235 ___ Generator Loss: 1.4801 Epoch 1/1 ___ Discriminator Loss: 0.8862 ___ Generator Loss: 1.4210 Epoch 1/1 ___ Discriminator Loss: 1.3865 ___ Generator Loss: 0.5998 Epoch 1/1 ___ Discriminator Loss: 1.0151 ___ Generator Loss: 1.3845 Epoch 1/1 ___ Discriminator Loss: 1.2838 ___ Generator Loss: 0.6589 Epoch 1/1 ___ Discriminator Loss: 0.6071 ___ Generator Loss: 2.1321
Epoch 1/1 ___ Discriminator Loss: 1.2175 ___ Generator Loss: 0.7547 Epoch 1/1 ___ Discriminator Loss: 0.9535 ___ Generator Loss: 1.3432 Epoch 1/1 ___ Discriminator Loss: 0.9157 ___ Generator Loss: 1.4046 Epoch 1/1 ___ Discriminator Loss: 1.0014 ___ Generator Loss: 1.4688 Epoch 1/1 ___ Discriminator Loss: 0.6881 ___ Generator Loss: 1.5920 Epoch 1/1 ___ Discriminator Loss: 1.2433 ___ Generator Loss: 0.6142 Epoch 1/1 ___ Discriminator Loss: 0.9941 ___ Generator Loss: 1.3056 Epoch 1/1 ___ Discriminator Loss: 0.7994 ___ Generator Loss: 1.2108 Epoch 1/1 ___ Discriminator Loss: 1.2950 ___ Generator Loss: 1.4491 Epoch 1/1 ___ Discriminator Loss: 1.1402 ___ Generator Loss: 1.5775
Epoch 1/1 ___ Discriminator Loss: 1.1182 ___ Generator Loss: 0.8211 Epoch 1/1 ___ Discriminator Loss: 0.9719 ___ Generator Loss: 1.1219 Epoch 1/1 ___ Discriminator Loss: 1.0906 ___ Generator Loss: 0.8673 Epoch 1/1 ___ Discriminator Loss: 1.1070 ___ Generator Loss: 1.0116 Epoch 1/1 ___ Discriminator Loss: 0.8932 ___ Generator Loss: 1.1683 Epoch 1/1 ___ Discriminator Loss: 1.1938 ___ Generator Loss: 0.8781 Epoch 1/1 ___ Discriminator Loss: 1.1396 ___ Generator Loss: 0.7980 Epoch 1/1 ___ Discriminator Loss: 1.0169 ___ Generator Loss: 1.1601 Epoch 1/1 ___ Discriminator Loss: 1.5230 ___ Generator Loss: 0.4069 Epoch 1/1 ___ Discriminator Loss: 1.1180 ___ Generator Loss: 0.7995
Epoch 1/1 ___ Discriminator Loss: 1.3203 ___ Generator Loss: 0.6911 Epoch 1/1 ___ Discriminator Loss: 1.5334 ___ Generator Loss: 0.4239 Epoch 1/1 ___ Discriminator Loss: 1.3823 ___ Generator Loss: 0.5477 Epoch 1/1 ___ Discriminator Loss: 1.1912 ___ Generator Loss: 0.7006 Epoch 1/1 ___ Discriminator Loss: 1.0457 ___ Generator Loss: 1.1105 Epoch 1/1 ___ Discriminator Loss: 0.9114 ___ Generator Loss: 1.0410 Epoch 1/1 ___ Discriminator Loss: 1.0930 ___ Generator Loss: 0.9657 Epoch 1/1 ___ Discriminator Loss: 0.8545 ___ Generator Loss: 1.4680 Epoch 1/1 ___ Discriminator Loss: 0.9821 ___ Generator Loss: 1.0761 Epoch 1/1 ___ Discriminator Loss: 1.2592 ___ Generator Loss: 0.6830
Epoch 1/1 ___ Discriminator Loss: 0.8699 ___ Generator Loss: 1.0946 Epoch 1/1 ___ Discriminator Loss: 1.0320 ___ Generator Loss: 1.2561 Epoch 1/1 ___ Discriminator Loss: 0.9470 ___ Generator Loss: 0.9751 Epoch 1/1 ___ Discriminator Loss: 1.3161 ___ Generator Loss: 0.5767 Epoch 1/1 ___ Discriminator Loss: 0.9210 ___ Generator Loss: 1.2262 Epoch 1/1 ___ Discriminator Loss: 1.1111 ___ Generator Loss: 1.0520 Epoch 1/1 ___ Discriminator Loss: 0.9876 ___ Generator Loss: 1.2418 Epoch 1/1 ___ Discriminator Loss: 1.1134 ___ Generator Loss: 1.5433 Epoch 1/1 ___ Discriminator Loss: 1.2899 ___ Generator Loss: 0.5882 Epoch 1/1 ___ Discriminator Loss: 1.1254 ___ Generator Loss: 1.9432
Epoch 1/1 ___ Discriminator Loss: 1.5550 ___ Generator Loss: 0.4171 Epoch 1/1 ___ Discriminator Loss: 1.0245 ___ Generator Loss: 1.2261 Epoch 1/1 ___ Discriminator Loss: 0.8373 ___ Generator Loss: 1.2802 Epoch 1/1 ___ Discriminator Loss: 1.1365 ___ Generator Loss: 0.7729 Epoch 1/1 ___ Discriminator Loss: 1.3601 ___ Generator Loss: 0.5232 Epoch 1/1 ___ Discriminator Loss: 0.9018 ___ Generator Loss: 1.2077 Epoch 1/1 ___ Discriminator Loss: 1.0495 ___ Generator Loss: 0.8382 Epoch 1/1 ___ Discriminator Loss: 1.1628 ___ Generator Loss: 0.8030 Epoch 1/1 ___ Discriminator Loss: 1.1239 ___ Generator Loss: 0.7453 Epoch 1/1 ___ Discriminator Loss: 1.0753 ___ Generator Loss: 1.0136
Epoch 1/1 ___ Discriminator Loss: 0.7684 ___ Generator Loss: 1.7866 Epoch 1/1 ___ Discriminator Loss: 1.1838 ___ Generator Loss: 0.6606 Epoch 1/1 ___ Discriminator Loss: 1.0862 ___ Generator Loss: 1.4391 Epoch 1/1 ___ Discriminator Loss: 1.1264 ___ Generator Loss: 0.8643 Epoch 1/1 ___ Discriminator Loss: 1.0823 ___ Generator Loss: 2.3710 Epoch 1/1 ___ Discriminator Loss: 1.0456 ___ Generator Loss: 0.9762 Epoch 1/1 ___ Discriminator Loss: 1.7385 ___ Generator Loss: 0.3486 Epoch 1/1 ___ Discriminator Loss: 0.9648 ___ Generator Loss: 1.1993 Epoch 1/1 ___ Discriminator Loss: 1.1227 ___ Generator Loss: 0.9645 Epoch 1/1 ___ Discriminator Loss: 0.8711 ___ Generator Loss: 1.0329
Epoch 1/1 ___ Discriminator Loss: 1.1874 ___ Generator Loss: 0.6868 Epoch 1/1 ___ Discriminator Loss: 1.0754 ___ Generator Loss: 1.2626 Epoch 1/1 ___ Discriminator Loss: 1.0607 ___ Generator Loss: 1.0200 Epoch 1/1 ___ Discriminator Loss: 1.3103 ___ Generator Loss: 0.5402 Epoch 1/1 ___ Discriminator Loss: 1.0489 ___ Generator Loss: 0.9554 Epoch 1/1 ___ Discriminator Loss: 0.5512 ___ Generator Loss: 2.0016 Epoch 1/1 ___ Discriminator Loss: 0.8694 ___ Generator Loss: 1.6132 Epoch 1/1 ___ Discriminator Loss: 1.4931 ___ Generator Loss: 0.4182 Epoch 1/1 ___ Discriminator Loss: 1.7744 ___ Generator Loss: 0.3234 Epoch 1/1 ___ Discriminator Loss: 1.1739 ___ Generator Loss: 0.7040
Epoch 1/1 ___ Discriminator Loss: 0.6608 ___ Generator Loss: 2.1468 Epoch 1/1 ___ Discriminator Loss: 0.8428 ___ Generator Loss: 1.7001 Epoch 1/1 ___ Discriminator Loss: 0.8287 ___ Generator Loss: 2.0925 Epoch 1/1 ___ Discriminator Loss: 1.0690 ___ Generator Loss: 1.8922 Epoch 1/1 ___ Discriminator Loss: 1.2999 ___ Generator Loss: 0.6503 Epoch 1/1 ___ Discriminator Loss: 1.0691 ___ Generator Loss: 1.0138 Epoch 1/1 ___ Discriminator Loss: 1.1808 ___ Generator Loss: 2.3951 Epoch 1/1 ___ Discriminator Loss: 1.2468 ___ Generator Loss: 0.5832 Epoch 1/1 ___ Discriminator Loss: 1.0259 ___ Generator Loss: 0.9699 Epoch 1/1 ___ Discriminator Loss: 1.2916 ___ Generator Loss: 0.6425
Epoch 1/1 ___ Discriminator Loss: 1.2795 ___ Generator Loss: 3.7049 Epoch 1/1 ___ Discriminator Loss: 1.0033 ___ Generator Loss: 0.9063 Epoch 1/1 ___ Discriminator Loss: 0.8593 ___ Generator Loss: 1.4540 Epoch 1/1 ___ Discriminator Loss: 1.0526 ___ Generator Loss: 0.9114 Epoch 1/1 ___ Discriminator Loss: 1.3282 ___ Generator Loss: 0.5578 Epoch 1/1 ___ Discriminator Loss: 1.0144 ___ Generator Loss: 0.8723 Epoch 1/1 ___ Discriminator Loss: 0.7761 ___ Generator Loss: 1.8371 Epoch 1/1 ___ Discriminator Loss: 1.3267 ___ Generator Loss: 0.5295 Epoch 1/1 ___ Discriminator Loss: 1.2268 ___ Generator Loss: 0.6433 Epoch 1/1 ___ Discriminator Loss: 1.0914 ___ Generator Loss: 0.7776
Epoch 1/1 ___ Discriminator Loss: 1.1269 ___ Generator Loss: 0.7762 Epoch 1/1 ___ Discriminator Loss: 1.1525 ___ Generator Loss: 0.7212 Epoch 1/1 ___ Discriminator Loss: 1.1118 ___ Generator Loss: 0.7485 Epoch 1/1 ___ Discriminator Loss: 1.1820 ___ Generator Loss: 0.6960 Epoch 1/1 ___ Discriminator Loss: 1.0301 ___ Generator Loss: 0.9634 Epoch 1/1 ___ Discriminator Loss: 0.9271 ___ Generator Loss: 1.8038 Epoch 1/1 ___ Discriminator Loss: 0.5649 ___ Generator Loss: 2.1482 Epoch 1/1 ___ Discriminator Loss: 1.2105 ___ Generator Loss: 0.6321 Epoch 1/1 ___ Discriminator Loss: 1.1057 ___ Generator Loss: 0.8824 Epoch 1/1 ___ Discriminator Loss: 1.1999 ___ Generator Loss: 0.6986
Epoch 1/1 ___ Discriminator Loss: 1.0601 ___ Generator Loss: 0.8494 Epoch 1/1 ___ Discriminator Loss: 2.2031 ___ Generator Loss: 3.3291 Epoch 1/1 ___ Discriminator Loss: 1.9786 ___ Generator Loss: 2.7896 Epoch 1/1 ___ Discriminator Loss: 1.0016 ___ Generator Loss: 1.3408 Epoch 1/1 ___ Discriminator Loss: 0.9475 ___ Generator Loss: 1.3097 Epoch 1/1 ___ Discriminator Loss: 0.9901 ___ Generator Loss: 0.9414 Epoch 1/1 ___ Discriminator Loss: 0.5889 ___ Generator Loss: 2.4726 Epoch 1/1 ___ Discriminator Loss: 1.0661 ___ Generator Loss: 1.2221 Epoch 1/1 ___ Discriminator Loss: 0.8884 ___ Generator Loss: 1.0121 Epoch 1/1 ___ Discriminator Loss: 1.1236 ___ Generator Loss: 1.4194
Epoch 1/1 ___ Discriminator Loss: 0.6436 ___ Generator Loss: 1.6564 Epoch 1/1 ___ Discriminator Loss: 0.9644 ___ Generator Loss: 0.8976 Epoch 1/1 ___ Discriminator Loss: 0.9149 ___ Generator Loss: 1.0331 Epoch 1/1 ___ Discriminator Loss: 1.2059 ___ Generator Loss: 0.7069 Epoch 1/1 ___ Discriminator Loss: 0.6476 ___ Generator Loss: 1.5822 Epoch 1/1 ___ Discriminator Loss: 1.0028 ___ Generator Loss: 0.9363 Epoch 1/1 ___ Discriminator Loss: 0.8325 ___ Generator Loss: 1.4367 Epoch 1/1 ___ Discriminator Loss: 1.4025 ___ Generator Loss: 0.4978 Epoch 1/1 ___ Discriminator Loss: 1.0047 ___ Generator Loss: 1.1295 Epoch 1/1 ___ Discriminator Loss: 0.8049 ___ Generator Loss: 2.2805
Epoch 1/1 ___ Discriminator Loss: 0.9642 ___ Generator Loss: 0.9561 Epoch 1/1 ___ Discriminator Loss: 1.4692 ___ Generator Loss: 0.4745 Epoch 1/1 ___ Discriminator Loss: 1.1347 ___ Generator Loss: 1.4034 Epoch 1/1 ___ Discriminator Loss: 0.9386 ___ Generator Loss: 1.5086 Epoch 1/1 ___ Discriminator Loss: 0.7785 ___ Generator Loss: 2.2887 Epoch 1/1 ___ Discriminator Loss: 1.1175 ___ Generator Loss: 0.7782 Epoch 1/1 ___ Discriminator Loss: 1.0706 ___ Generator Loss: 0.8621 Epoch 1/1 ___ Discriminator Loss: 1.0224 ___ Generator Loss: 1.3034 Epoch 1/1 ___ Discriminator Loss: 1.0750 ___ Generator Loss: 1.0617 Epoch 1/1 ___ Discriminator Loss: 1.0594 ___ Generator Loss: 0.8404
Epoch 1/1 ___ Discriminator Loss: 1.3407 ___ Generator Loss: 0.5552 Epoch 1/1 ___ Discriminator Loss: 1.2983 ___ Generator Loss: 0.5976 Epoch 1/1 ___ Discriminator Loss: 1.1761 ___ Generator Loss: 0.6528 Epoch 1/1 ___ Discriminator Loss: 0.9054 ___ Generator Loss: 1.3050 Epoch 1/1 ___ Discriminator Loss: 0.9734 ___ Generator Loss: 0.9128 Epoch 1/1 ___ Discriminator Loss: 1.0433 ___ Generator Loss: 0.8371 Epoch 1/1 ___ Discriminator Loss: 0.9292 ___ Generator Loss: 1.0669 Epoch 1/1 ___ Discriminator Loss: 1.2071 ___ Generator Loss: 0.6868 Epoch 1/1 ___ Discriminator Loss: 1.0300 ___ Generator Loss: 1.1509 Epoch 1/1 ___ Discriminator Loss: 1.2796 ___ Generator Loss: 0.5555
Epoch 1/1 ___ Discriminator Loss: 1.0998 ___ Generator Loss: 0.9339 Epoch 1/1 ___ Discriminator Loss: 0.9504 ___ Generator Loss: 1.0255 Epoch 1/1 ___ Discriminator Loss: 0.9305 ___ Generator Loss: 1.2518 Epoch 1/1 ___ Discriminator Loss: 0.9490 ___ Generator Loss: 1.0392 Epoch 1/1 ___ Discriminator Loss: 1.0508 ___ Generator Loss: 0.8617 Epoch 1/1 ___ Discriminator Loss: 1.0359 ___ Generator Loss: 1.1500 Epoch 1/1 ___ Discriminator Loss: 0.8203 ___ Generator Loss: 1.5913 Epoch 1/1 ___ Discriminator Loss: 0.9719 ___ Generator Loss: 0.9878 Epoch 1/1 ___ Discriminator Loss: 1.0190 ___ Generator Loss: 1.4818 Epoch 1/1 ___ Discriminator Loss: 0.9303 ___ Generator Loss: 1.2939
Epoch 1/1 ___ Discriminator Loss: 1.1560 ___ Generator Loss: 0.7478 Epoch 1/1 ___ Discriminator Loss: 0.8657 ___ Generator Loss: 1.1030 Epoch 1/1 ___ Discriminator Loss: 0.8883 ___ Generator Loss: 1.3614 Epoch 1/1 ___ Discriminator Loss: 1.3766 ___ Generator Loss: 0.4753 Epoch 1/1 ___ Discriminator Loss: 1.1464 ___ Generator Loss: 0.6831 Epoch 1/1 ___ Discriminator Loss: 1.1534 ___ Generator Loss: 0.8673 Epoch 1/1 ___ Discriminator Loss: 1.2739 ___ Generator Loss: 0.5998 Epoch 1/1 ___ Discriminator Loss: 1.0736 ___ Generator Loss: 0.7203 Epoch 1/1 ___ Discriminator Loss: 1.7599 ___ Generator Loss: 0.3118 Epoch 1/1 ___ Discriminator Loss: 1.0625 ___ Generator Loss: 1.0060
Epoch 1/1 ___ Discriminator Loss: 1.0487 ___ Generator Loss: 1.2349 Epoch 1/1 ___ Discriminator Loss: 0.7008 ___ Generator Loss: 2.0700 Epoch 1/1 ___ Discriminator Loss: 1.0177 ___ Generator Loss: 1.0740 Epoch 1/1 ___ Discriminator Loss: 1.1116 ___ Generator Loss: 0.6987 Epoch 1/1 ___ Discriminator Loss: 0.9425 ___ Generator Loss: 0.9997 Epoch 1/1 ___ Discriminator Loss: 1.3646 ___ Generator Loss: 0.5001 Epoch 1/1 ___ Discriminator Loss: 1.0373 ___ Generator Loss: 0.8529 Epoch 1/1 ___ Discriminator Loss: 1.0558 ___ Generator Loss: 0.7614 Epoch 1/1 ___ Discriminator Loss: 1.3855 ___ Generator Loss: 0.5125 Epoch 1/1 ___ Discriminator Loss: 1.1744 ___ Generator Loss: 0.6622
Epoch 1/1 ___ Discriminator Loss: 0.9207 ___ Generator Loss: 2.8987 Epoch 1/1 ___ Discriminator Loss: 1.7480 ___ Generator Loss: 0.3264 Epoch 1/1 ___ Discriminator Loss: 1.2797 ___ Generator Loss: 0.6062 Epoch 1/1 ___ Discriminator Loss: 0.9249 ___ Generator Loss: 1.1272 Epoch 1/1 ___ Discriminator Loss: 0.9931 ___ Generator Loss: 0.9944 Epoch 1/1 ___ Discriminator Loss: 1.1879 ___ Generator Loss: 0.7355 Epoch 1/1 ___ Discriminator Loss: 1.0595 ___ Generator Loss: 1.8668 Epoch 1/1 ___ Discriminator Loss: 0.8294 ___ Generator Loss: 1.3085 Epoch 1/1 ___ Discriminator Loss: 1.1928 ___ Generator Loss: 2.1699 Epoch 1/1 ___ Discriminator Loss: 0.5762 ___ Generator Loss: 2.3606
Epoch 1/1 ___ Discriminator Loss: 0.7865 ___ Generator Loss: 1.6131 Epoch 1/1 ___ Discriminator Loss: 0.9255 ___ Generator Loss: 1.6200 Epoch 1/1 ___ Discriminator Loss: 1.0699 ___ Generator Loss: 0.8915 Epoch 1/1 ___ Discriminator Loss: 1.1652 ___ Generator Loss: 0.7029 Epoch 1/1 ___ Discriminator Loss: 1.1480 ___ Generator Loss: 0.7651 Epoch 1/1 ___ Discriminator Loss: 1.2669 ___ Generator Loss: 0.5935 Epoch 1/1 ___ Discriminator Loss: 1.0434 ___ Generator Loss: 0.8784 Epoch 1/1 ___ Discriminator Loss: 1.3284 ___ Generator Loss: 0.5277 Epoch 1/1 ___ Discriminator Loss: 0.9905 ___ Generator Loss: 1.0947 Epoch 1/1 ___ Discriminator Loss: 0.9517 ___ Generator Loss: 1.0225
Epoch 1/1 ___ Discriminator Loss: 0.6402 ___ Generator Loss: 1.5626 Epoch 1/1 ___ Discriminator Loss: 1.0447 ___ Generator Loss: 0.7805 Epoch 1/1 ___ Discriminator Loss: 0.8797 ___ Generator Loss: 1.1481 Epoch 1/1 ___ Discriminator Loss: 0.5796 ___ Generator Loss: 2.2029 Epoch 1/1 ___ Discriminator Loss: 1.2357 ___ Generator Loss: 0.6084 Epoch 1/1 ___ Discriminator Loss: 0.7914 ___ Generator Loss: 1.7115 Epoch 1/1 ___ Discriminator Loss: 0.8827 ___ Generator Loss: 1.7296 Epoch 1/1 ___ Discriminator Loss: 1.0676 ___ Generator Loss: 0.7813 Epoch 1/1 ___ Discriminator Loss: 1.0098 ___ Generator Loss: 1.3224 Epoch 1/1 ___ Discriminator Loss: 1.2849 ___ Generator Loss: 2.4987
Epoch 1/1 ___ Discriminator Loss: 1.0115 ___ Generator Loss: 0.8670 Epoch 1/1 ___ Discriminator Loss: 1.0774 ___ Generator Loss: 1.6645 Epoch 1/1 ___ Discriminator Loss: 1.1561 ___ Generator Loss: 0.7243 Epoch 1/1 ___ Discriminator Loss: 1.1523 ___ Generator Loss: 0.7175 Epoch 1/1 ___ Discriminator Loss: 0.8776 ___ Generator Loss: 1.5449 Epoch 1/1 ___ Discriminator Loss: 0.7991 ___ Generator Loss: 1.2744 Epoch 1/1 ___ Discriminator Loss: 0.9027 ___ Generator Loss: 1.1475 Epoch 1/1 ___ Discriminator Loss: 1.1318 ___ Generator Loss: 0.8337 Epoch 1/1 ___ Discriminator Loss: 0.9344 ___ Generator Loss: 1.1227 Epoch 1/1 ___ Discriminator Loss: 1.0602 ___ Generator Loss: 0.8096
Epoch 1/1 ___ Discriminator Loss: 0.9227 ___ Generator Loss: 1.0011 Epoch 1/1 ___ Discriminator Loss: 1.0717 ___ Generator Loss: 0.8586 Epoch 1/1 ___ Discriminator Loss: 0.9372 ___ Generator Loss: 1.0445 Epoch 1/1 ___ Discriminator Loss: 0.6242 ___ Generator Loss: 1.8429 Epoch 1/1 ___ Discriminator Loss: 0.8902 ___ Generator Loss: 1.0152 Epoch 1/1 ___ Discriminator Loss: 1.0056 ___ Generator Loss: 1.9651 Epoch 1/1 ___ Discriminator Loss: 1.1348 ___ Generator Loss: 0.7479 Epoch 1/1 ___ Discriminator Loss: 1.1620 ___ Generator Loss: 0.7058 Epoch 1/1 ___ Discriminator Loss: 0.8157 ___ Generator Loss: 1.1788 Epoch 1/1 ___ Discriminator Loss: 0.9418 ___ Generator Loss: 1.1442
Epoch 1/1 ___ Discriminator Loss: 1.0167 ___ Generator Loss: 0.9752 Epoch 1/1 ___ Discriminator Loss: 1.4165 ___ Generator Loss: 0.5201 Epoch 1/1 ___ Discriminator Loss: 1.1137 ___ Generator Loss: 0.7489 Epoch 1/1 ___ Discriminator Loss: 1.6369 ___ Generator Loss: 2.8686 Epoch 1/1 ___ Discriminator Loss: 1.7504 ___ Generator Loss: 0.4077 Epoch 1/1 ___ Discriminator Loss: 1.6375 ___ Generator Loss: 0.5612 Epoch 1/1 ___ Discriminator Loss: 1.6506 ___ Generator Loss: 0.5545 Epoch 1/1 ___ Discriminator Loss: 1.4861 ___ Generator Loss: 2.0858 Epoch 1/1 ___ Discriminator Loss: 1.1129 ___ Generator Loss: 0.9110 Epoch 1/1 ___ Discriminator Loss: 1.4022 ___ Generator Loss: 0.4799
Epoch 1/1 ___ Discriminator Loss: 1.1288 ___ Generator Loss: 0.7790 Epoch 1/1 ___ Discriminator Loss: 1.0133 ___ Generator Loss: 0.9080 Epoch 1/1 ___ Discriminator Loss: 0.6497 ___ Generator Loss: 1.9548 Epoch 1/1 ___ Discriminator Loss: 0.9607 ___ Generator Loss: 1.1317 Epoch 1/1 ___ Discriminator Loss: 1.4398 ___ Generator Loss: 0.4761 Epoch 1/1 ___ Discriminator Loss: 0.7134 ___ Generator Loss: 1.5683 Epoch 1/1 ___ Discriminator Loss: 0.9496 ___ Generator Loss: 1.1904 Epoch 1/1 ___ Discriminator Loss: 0.9030 ___ Generator Loss: 1.2809 Epoch 1/1 ___ Discriminator Loss: 0.8808 ___ Generator Loss: 1.5842 Epoch 1/1 ___ Discriminator Loss: 1.3731 ___ Generator Loss: 0.5263
Epoch 1/1 ___ Discriminator Loss: 0.9102 ___ Generator Loss: 1.5350 Epoch 1/1 ___ Discriminator Loss: 0.5449 ___ Generator Loss: 3.0042 Epoch 1/1 ___ Discriminator Loss: 1.0599 ___ Generator Loss: 1.8665 Epoch 1/1 ___ Discriminator Loss: 1.0098 ___ Generator Loss: 0.9087 Epoch 1/1 ___ Discriminator Loss: 0.8842 ___ Generator Loss: 1.2068 Epoch 1/1 ___ Discriminator Loss: 0.8546 ___ Generator Loss: 1.4842 Epoch 1/1 ___ Discriminator Loss: 1.1467 ___ Generator Loss: 0.7421 Epoch 1/1 ___ Discriminator Loss: 0.9068 ___ Generator Loss: 2.1503 Epoch 1/1 ___ Discriminator Loss: 1.2773 ___ Generator Loss: 0.6089 Epoch 1/1 ___ Discriminator Loss: 0.5990 ___ Generator Loss: 2.0844
Epoch 1/1 ___ Discriminator Loss: 0.9940 ___ Generator Loss: 0.9067 Epoch 1/1 ___ Discriminator Loss: 0.9002 ___ Generator Loss: 1.0071 Epoch 1/1 ___ Discriminator Loss: 0.9514 ___ Generator Loss: 1.0882 Epoch 1/1 ___ Discriminator Loss: 1.2670 ___ Generator Loss: 0.5999 Epoch 1/1 ___ Discriminator Loss: 0.9986 ___ Generator Loss: 0.8885 Epoch 1/1 ___ Discriminator Loss: 0.9113 ___ Generator Loss: 1.1388 Epoch 1/1 ___ Discriminator Loss: 0.9480 ___ Generator Loss: 1.1697 Epoch 1/1 ___ Discriminator Loss: 1.1319 ___ Generator Loss: 0.7327 Epoch 1/1 ___ Discriminator Loss: 0.9397 ___ Generator Loss: 0.9866 Epoch 1/1 ___ Discriminator Loss: 1.1762 ___ Generator Loss: 0.6654
Epoch 1/1 ___ Discriminator Loss: 0.9565 ___ Generator Loss: 0.9403 Epoch 1/1 ___ Discriminator Loss: 0.9367 ___ Generator Loss: 1.1537 Epoch 1/1 ___ Discriminator Loss: 1.0004 ___ Generator Loss: 0.9147 Epoch 1/1 ___ Discriminator Loss: 0.9117 ___ Generator Loss: 1.2981 Epoch 1/1 ___ Discriminator Loss: 1.1786 ___ Generator Loss: 0.7084 Epoch 1/1 ___ Discriminator Loss: 0.9287 ___ Generator Loss: 1.4763 Epoch 1/1 ___ Discriminator Loss: 0.4190 ___ Generator Loss: 3.6599 Epoch 1/1 ___ Discriminator Loss: 0.8124 ___ Generator Loss: 1.4905 Epoch 1/1 ___ Discriminator Loss: 1.8967 ___ Generator Loss: 0.2996 Epoch 1/1 ___ Discriminator Loss: 0.9830 ___ Generator Loss: 1.2222
Epoch 1/1 ___ Discriminator Loss: 1.1171 ___ Generator Loss: 1.0781 Epoch 1/1 ___ Discriminator Loss: 1.2938 ___ Generator Loss: 1.4191 Epoch 1/1 ___ Discriminator Loss: 1.3441 ___ Generator Loss: 2.6357 Epoch 1/1 ___ Discriminator Loss: 1.1163 ___ Generator Loss: 0.7546 Epoch 1/1 ___ Discriminator Loss: 0.8640 ___ Generator Loss: 1.1013 Epoch 1/1 ___ Discriminator Loss: 1.0706 ___ Generator Loss: 0.7793 Epoch 1/1 ___ Discriminator Loss: 0.9021 ___ Generator Loss: 1.2622 Epoch 1/1 ___ Discriminator Loss: 0.8565 ___ Generator Loss: 1.2198 Epoch 1/1 ___ Discriminator Loss: 0.5369 ___ Generator Loss: 2.5781 Epoch 1/1 ___ Discriminator Loss: 1.4076 ___ Generator Loss: 0.5208
Epoch 1/1 ___ Discriminator Loss: 0.9331 ___ Generator Loss: 1.4573 Epoch 1/1 ___ Discriminator Loss: 0.8248 ___ Generator Loss: 1.7686 Epoch 1/1 ___ Discriminator Loss: 0.9838 ___ Generator Loss: 0.8542 Epoch 1/1 ___ Discriminator Loss: 0.8554 ___ Generator Loss: 1.5622 Epoch 1/1 ___ Discriminator Loss: 0.7119 ___ Generator Loss: 1.3508 Epoch 1/1 ___ Discriminator Loss: 1.3083 ___ Generator Loss: 0.5714 Epoch 1/1 ___ Discriminator Loss: 0.8240 ___ Generator Loss: 1.7180 Epoch 1/1 ___ Discriminator Loss: 0.8939 ___ Generator Loss: 1.1466 Epoch 1/1 ___ Discriminator Loss: 0.6245 ___ Generator Loss: 2.3207 Epoch 1/1 ___ Discriminator Loss: 0.8098 ___ Generator Loss: 1.4600
Epoch 1/1 ___ Discriminator Loss: 0.8787 ___ Generator Loss: 1.0829 Epoch 1/1 ___ Discriminator Loss: 0.9261 ___ Generator Loss: 1.2171 Epoch 1/1 ___ Discriminator Loss: 1.1807 ___ Generator Loss: 0.6397 Epoch 1/1 ___ Discriminator Loss: 0.9466 ___ Generator Loss: 1.3712 Epoch 1/1 ___ Discriminator Loss: 0.9555 ___ Generator Loss: 1.0557 Epoch 1/1 ___ Discriminator Loss: 0.9213 ___ Generator Loss: 1.1843 Epoch 1/1 ___ Discriminator Loss: 0.5470 ___ Generator Loss: 2.6632 Epoch 1/1 ___ Discriminator Loss: 0.9466 ___ Generator Loss: 1.1277 Epoch 1/1 ___ Discriminator Loss: 0.9515 ___ Generator Loss: 1.0287 Epoch 1/1 ___ Discriminator Loss: 1.4123 ___ Generator Loss: 0.5076
Epoch 1/1 ___ Discriminator Loss: 1.2619 ___ Generator Loss: 1.9203 Epoch 1/1 ___ Discriminator Loss: 0.7030 ___ Generator Loss: 1.7644 Epoch 1/1 ___ Discriminator Loss: 1.0892 ___ Generator Loss: 0.9822 Epoch 1/1 ___ Discriminator Loss: 0.9672 ___ Generator Loss: 0.9775 Epoch 1/1 ___ Discriminator Loss: 0.9412 ___ Generator Loss: 0.9961 Epoch 1/1 ___ Discriminator Loss: 1.2218 ___ Generator Loss: 0.6420 Epoch 1/1 ___ Discriminator Loss: 1.0142 ___ Generator Loss: 0.9683 Epoch 1/1 ___ Discriminator Loss: 1.4396 ___ Generator Loss: 0.4629 Epoch 1/1 ___ Discriminator Loss: 2.1794 ___ Generator Loss: 3.5977 Epoch 1/1 ___ Discriminator Loss: 1.1464 ___ Generator Loss: 2.1701
Epoch 1/1 ___ Discriminator Loss: 1.0555 ___ Generator Loss: 0.8249 Epoch 1/1 ___ Discriminator Loss: 1.0384 ___ Generator Loss: 0.9042 Epoch 1/1 ___ Discriminator Loss: 1.0276 ___ Generator Loss: 0.9101 Epoch 1/1 ___ Discriminator Loss: 0.8987 ___ Generator Loss: 1.1439 Epoch 1/1 ___ Discriminator Loss: 1.0039 ___ Generator Loss: 0.9909 Epoch 1/1 ___ Discriminator Loss: 1.0839 ___ Generator Loss: 0.7197 Epoch 1/1 ___ Discriminator Loss: 0.9142 ___ Generator Loss: 1.2597 Epoch 1/1 ___ Discriminator Loss: 1.0200 ___ Generator Loss: 0.8639 Epoch 1/1 ___ Discriminator Loss: 0.9409 ___ Generator Loss: 2.6248 Epoch 1/1 ___ Discriminator Loss: 1.0248 ___ Generator Loss: 0.9123
Epoch 1/1 ___ Discriminator Loss: 1.2536 ___ Generator Loss: 0.5986 Epoch 1/1 ___ Discriminator Loss: 1.4844 ___ Generator Loss: 0.4506 Epoch 1/1 ___ Discriminator Loss: 1.0239 ___ Generator Loss: 0.9239 Epoch 1/1 ___ Discriminator Loss: 0.9053 ___ Generator Loss: 1.0864 Epoch 1/1 ___ Discriminator Loss: 1.0733 ___ Generator Loss: 0.8470 Epoch 1/1 ___ Discriminator Loss: 0.9165 ___ Generator Loss: 1.2682 Epoch 1/1 ___ Discriminator Loss: 1.0759 ___ Generator Loss: 0.7371 Epoch 1/1 ___ Discriminator Loss: 1.0859 ___ Generator Loss: 0.8769 Epoch 1/1 ___ Discriminator Loss: 1.1544 ___ Generator Loss: 0.6836 Epoch 1/1 ___ Discriminator Loss: 1.2282 ___ Generator Loss: 0.6656
Epoch 1/1 ___ Discriminator Loss: 1.2912 ___ Generator Loss: 0.5739 Epoch 1/1 ___ Discriminator Loss: 1.0889 ___ Generator Loss: 0.7252 Epoch 1/1 ___ Discriminator Loss: 0.8200 ___ Generator Loss: 1.1810
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.